{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 散点图，主要用于分析数据间的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dd1+mp6fHPRWAJZNhQKvkF9AyGQa0TIYBrRpXfjXdAEmS4XA47ikAnDcZBrRKfgEtk2FAy2QY0Kpx5FfzDRAAAAAAAIBTaYAAAAAAAPz/27v7KLmv+r7j7++uLEsGzdjCDyusgGXXYISwU2O7EKAFioMJNYE0LZCYp0LIIaGkSQkPoY1iApwDITSQQwwJpaYxgeSQU0CU2i4xKQk2yEI2QhhhkAV+kixZlmeEI1nszLd/zG/l1XpGD/bu/ubOvl/n7Plp7u/OzL2ecz6W9jv3Xkkjp+hD0DOTffv2sXTp0lk5OV6S5pMZJqlU5pekkplhkkpmhkkq1Wzn14I4BB1g8eLFdQ9Bkh4xM0xSqcwvSSUzwySVzAyTVKo68qvoAkin02HDhg0e/iSpSGaYpFKZX5JKZoZJKpkZJqlUdeVX0QUQSZIkSZIkSZKkfiyASJIkSZIkSZKkkWMBRJIkSZIkSZIkjZzIzLrHcFgR0QBarVaLRqNxyL3MpNPpMD4+Pisnx0vSfDLDJJXK/JJUMjNMUsnMMEmlmu38arfbNJtNgGZmtgf1K34FyIEDB+oegiQ9YmaYpFKZX5JKZoZJKpkZJqlUdeRX0QWQTqfDpk2b5v3keEmaDWaYpFKZX5JKZoZJKpkZJqlUdeVX0QUQSZIkSZIkSZKkfiyASJIkSZIkSZKkkVN8AWR8fLzuIUjSI2aGSSqV+SWpZGaYpJKZYZJKVUd+RWbO+5sei4hoAK1Wq0Wj0ah7OJIkSZIkSZIkqUbtdptmswnQzMz2oH5FrwDJTO6//36GvYgjSf2YYZJKZX5JKpkZJqlkZpikUtWVX0UXQDqdDlu2bJn3k+MlaTaYYZJKZX5JKpkZJqlkZpikUtWVX0UXQCRJkiRJkiRJkvqxACJJkiRJkiRJkkZO0QWQiGDp0qVERN1DkaRjZoZJKpX5JalkZpikkplhkkpVV37FsB+aFBENoNVqtWg0GnUPR5IkSZIkSZIk1ajdbtNsNgGamdke1G/WVoBExJ9GRE77+WHVviYiboyIPRHxRzGLJZ5ut8vOnTvpdruz9ZLSMel0kxu27uYLN9/FDVt30+kOd0FRw8UMk1Qq80tSycwwSSUzwySVqq78WjSLr/V04MXA9dXjTkQcD6wDrgFeAXwEeC3wP2bjDbvdLrfddhvLly9nbKzo3bxUoKs3b+fydbewvbX/YNuK5hLWXrqaS9asqHFkKoUZJqlU5pekkplhkkpmhkkqVV35NSvvFBGLgDXA1zLz/upnL/AioAn8TmZuBX4PeP1svKdUp6s3b+dNV208pPgBsKO1nzddtZGrN2+vaWSSJEmSJEmSJJi9LbCeBgRwc0Tsi4irI+IJwHnANzLzn6p+m4DVs/SeUi063eTydbfQb7OrqbbL193idliSJEmSJEmSVKPZ2gJrNfBd4D8C99Lb6urjwC3AtqlOmZkR0YmIkzJzT78XqrbNOn5a0zKAyclJJicnARgbG2NsbIzMZNmyZXS7XSYnJw+2dzodph/uPqh9fHyciDj4utPbATqdzlG1L1q0iMw8pD0iGB8fp9vtHrKv2aD2qTEOandOwzOn9dv2sLO9j+OmlQ87Cd0MFkUSAffu3cc3t+7iGWedXMScRvFzKmFOEUGj0TiYYaMwp1H8nJyTc3JODx97t9tl2bJlAA8be6lzOlK7c3JOzml05jSVYd1ul8wciTmN4ufknJyTc+o/dn8X5pyck3MqdU7dbpdms0lmHvL6j2ZOR2NWCiCZ+Wng09MG/WbgNmAL8OCM7vuBE4C+BRDgncDamY033XQTj3nMYwA45ZRTOOuss7j99tvZu3cvGzduBGDlypWsXLmSW2+9lVardfC5Z555JqeeeiqbN29m3759B9vPOeccTjzxRG666aZD/oOde+65LF68mA0bNhwyhgsuuIADBw6wadOmg23j4+NceOGFtFottmzZcrB96dKlnHfeedx7773cdtttB9ubzSZPecpTuPvuu7nzzjsPtk/Nadu2bezatetgu3Mavjnt3LuEZ52WPLn5UDhs3B18697g4pVdVp7Qa9u17Rbuba4uYk6j+DmVMqeTTz75YIaNypxG8XNyTs7JOfWfE8C+fftGak6j+Dk5J+fknPrPaePGjSM3Jxi9z8k5OSfndOic/F2Yc3JOzqn0Oe3cuXNW5vTDH/6QoxHTKzyzJSKawP3AO4A1mfmqaffuB87OzF0DnttvBcidu3fvptFoAA9VeSYnJ7n77ruZmJg42DYsFa1RrNI5p94Yv7ltD5d94gbG4qHXnrkCBOBTr7vIFSDO6bBzigjuuusuTjvtNMbGxkZiTqP4OTkn5+Sc+q8A2bFjB6effnrfb96UOKcjtTsn5+ScRmdOnU6HHTt2MDExwXHHHTcScxrFz8k5OSfn1H/s/i7MOTkn51TqnDKTe+65h4mJiUP6PtI57dmzh+XLlwM0M7PNALNSAImID9E76+NvqscvAK4BLgU+nJlnV+1nAN8DHpuZR7VGJSIaQKvVah0sgEyZnJxkw4YNXHDBBSxaNFu7eUmH1+kmz37/dexo7e97DkgAE80l/OPbn8/49CqJNIMZJqlU5pekkplhkkpmhkkq1WznV7vdptlswhEKILN1CPrNwHsj4l9GxPOBPwWuBK4FmhHx6qrfO4CvHG3xQxpG42PB2ktXA71ix3RTj9deutrihyRJkiRJkiTVaFYKIJn5P4HPAV/gocLHWzJzEngj8LGIuAf4ZXpFEKlol6xZwRWXnc9Ec8kh7RPNJVxx2flcsmZFTSOTJEmSJEmSJMEsHYIOkJnvpHeA+cz2z0fE2cAFwPWDzv54JMbGxjjllFMYG5uthSzS0btkzQouXj3B+m33sXPvfk5dtoSLVi135YeOmhkmqVTml6SSmWGSSmaGSSpVXfk1J4egz6bDnQEiSZIkSZIkSZIWlvk+A6QW3W6XrVu3HnIKvCSVwgyTVCrzS1LJzDBJJTPDJJWqrvwqvgCya9cuQ19SkcwwSaUyvySVzAyTVDIzTFKp6sqvogsgkiRJkiRJkiRJ/VgAkSRJkiRJkiRJI6foAsjY2BgrV66c95PjJWk2mGGSSmV+SSqZGSapZGaYpFLVlV+RmfP6hscqIhpAq9Vq0Wg06h6OJEmSJEmSJEmqUbvdptlsAjQzsz2oX9Hl4k6nw/e+9z06nU7dQ5GkY2aGSSqV+SWpZGaYpJKZYZJKVVd+FV0AyUxarRbDvopFkvoxwySVyvySVDIzTFLJzDBJpaorv4ougEiSJEmSJEmSJPVjAUSSJEmSJEmSJI2cogsgY2NjnHnmmfN+crwkzQYzTFKpzC9JJTPDJJXMDJNUqrryK4Z9z8CIaACtVqtFo9GoeziSJEmSJEmSJKlG7XabZrMJ0MzM9qB+RZeLO50O3/72t+f95PiFpNNNbti6my/cfBc3bN1NpzvcBTOpJGaYpFKZX5JKZoZJKpkZJqlUdeXXonl9t1mWmezbt2/eT45fKK7evJ3L193C9tb+g20rmktYe+lqLlmzosaRSaPBDJNUKvNLUsnMMEklM8Mklaqu/Cp6BYjmztWbt/OmqzYeUvwA2NHaz5uu2sjVm7fXNDJJkiRJkiRJko7MAogeptNNLl93C/1qcVNtl6+7xe2wJEmSJEmSJElDq+gCyPj4OOeccw7j4+N1D6U2c3FGx/pt9z1s5cd0CWxv7Wf9tvse9XtJC5kZJqlU5pekkplhkkpmhkkqVV35VfQZIBHBiSeeWPcwajNXZ3Ts3Du4+PFI+knqb6FnmKRymV+SSmaGSSqZGSapVHXlV9ErQCYnJ7nxxhuZnJyseyjzbi7P6Dh12ZJZ7Sepv4WcYZLKZn5JKpkZJqlkZpikUtWVX0UXQAA6nU7dQ5h3c31Gx0WrlrOiuYQYcD/orTS5aNXyR/T6kh6yEDNM0mgwvySVzAyTVDIzTFKp6siv4gsgC9Fcn9ExPhasvXQ1wMOKIFOP1166mvGxQSUSSZIkSZIkSZLqZQGkQPNxRscla1ZwxWXnM9E8dJurieYSrrjs/Ed1xogkSZIkSZIkSXOt6EPQx8fHOffcc+f95Pi6zdcZHZesWcHFqydYv+0+du7dz6nLetteufJDmh0LNcMklc/8klQyM0xSycwwSaWqK7+KLoAALF68uO4hzLupMzp2tPb3PQck6K3UmI0zOsbHgmee9bhH/TqS+luIGSZpNJhfkkpmhkkqmRkmqVR15FfRW2B1Oh02bNiwIA9/esWFTxhY/ADP6JBKsJAzTFLZzC9JJTPDJJXMDJNUqrryq/gVIAvN1Zu3c/m6WwYegj7RXMLaS1d7RockSZIkSZIkaUGzAFKQqzdv501Xbey78gPgt19wNm9+/tmu/JAkSZIkSZIkLXhFb4G1kHS6yeXrbhlY/AjgszfeMZ9DkiRJkiRJkiRpaEXmoF+pD4eIaACtVqtFo9E45F5m0ul0GB8fJ2K0Vz3csHU3r/yLbxyx32d+7RkeWi4VYiFlmKTRYn5JKpkZJqlkZpikUs12frXbbZrNJkAzM9uD+hW/AuTAgQN1D2Fe7Nzb/8yPR9pP0nBYKBkmafSYX5JKZoZJKpkZJqlUdeRX0QWQTqfDpk2b5v3k+DqcumzJrPaTVL+FlGGSRov5JalkZpikkplhkkpVV34VXQBZSC5atZwVzSUMWhwUwIrmEi5atXw+hyVJkiRJkiRJ0lCyAFKI8bFg7aWrAR5WBJl6vPbS1YyPuf+jJEmSJEmSJEnFF0DGx8frHsK8uWTNCq647HwmmoduczXRXMIVl53PJWtW1DQySY/UQsowSaPF/JJUMjNMUsnMMEmlqiO/IjPn/U2PRUQ0gFar1aLRaNQ9nKHQ6Sbrt93Hzr37OXVZb9srV35IkiRJkiRJkhaCdrtNs9kEaGZme1C/RfM3pNmXmbRaLZrNJhELpwAwPhY886zH1T0MSY/SQs0wSeUzvySVzAyTVDIzTFKp6sqvorfA6nQ6bNmyZd5Pjpek2WCGSSqV+SWpZGaYpJKZYZJKVVd+FV0AkSRJkiRJkiRJ6scCiCRJkiRJkiRJGjlFF0AigqVLl7rnoaQimWGSSmV+SSqZGSapZGaYpFLVlV+RmfP6hscqIhpAq9Vq0Wg06h6OJEmSJEmSJEmqUbvdptlsAjQzsz2oX9ErQLrdLjt37qTb7dY9FEk6ZmaYpFKZX5JKZoZJKpkZJqlUdeVX8QWQ2267zdCXVCQzTFKpzC9JJTPDJJXMDJNUqrryq+gCiCRJkiRJkiRJUj8WQCRJkiRJkiRJ0sgpugASETSbzXk/OV6SZoMZJqlU5pekkplhkkpmhkkqVV35FZk5r294rCKiAbRarRaNRqPu4UiSJEmSJEmSpBq1222azSZAMzPbg/oVvQKk2+1y5513evCTpCKZYZJKZX5JKpkZJqlkZpikUtWVXxZAJKkmZpikUplfkkpmhkkqmRkmqVQWQCRJkiRJkiRJkmaJBRBJkiRJkiRJkjRyii6AjI2NccoppzA2VvQ0JC1QZpikUplfkkpmhkkqmRkmqVR15Vdk5ry+4bGKiAbQarVaNBqNuocjSZIkSZIkSZJq1G63aTabAM3MbA/qV3S5uNvtsnXrVg9+klQkM0xSqcwvSSUzwySVzAyTVKq68qv4AsiuXbsMfUlFMsMklcr8klQyM0xSycwwSaWqK7+KLoBIkiRJkiRJkiT1s6juARytdvvh23hNTk7ywAMP0G63WbSomKlIEmCGSSqX+SWpZGaYpJKZYZJKNdv51a9e0E8Jh6CfDtxZ9zgkSZIkSZIkSdJQWZmZdw26WUIBJIDHA3v73F5GrziycsB9SRpmZpikUplfkkpmhkkqmRkmqVRzkV/LgLvzMEWOoV8rVw2+bwWnVxsBYG9mHt2aF0kaEmaYpFKZX5JKZoZJKpkZJqlUc5RfR3wdD0GXJEmSJEmSJEkjxwKIJEmSJEmSJEkaOaUXQB4ELq+uklQaM0xSqcwvSSUzwySVzAyTVKpa8mvoD0GXJEmSJEmSJEk6VqWvAJEkSZIkSZIkSXoYCyCSJEmSJEmSJGnkWACRJEmSJEmSJEkjp9gCSEScFBF/FhF3RcTeiLgyIhp1j0uSIuJ5ETEZEWcMuP+aiNgcEfsiYkNEPHNAv6dExJciYk9EbI+I35vTgUta0CLivIi4NiLaEfFgRNwaEa/o088MkzR0IuLiiPhwRHwyIt4WERN9+phfkoZaRFweEQ87rNf8kjSMImJjRGSfn7+f0a/WDFs0Gy8y3yJiKXANcGF1vRW4DHg88PM1Dk3SAhcRTwD+GhgfcP+twB8BPwauAJ4NfCUifjYzfzCt35OAfwSWAZ8GAvjDiCAz3ze3s5C00ETEzwJfB04Avgk8ADwX+ExE/DQz/7bqZ4ZJGjoR8WHgLcBuYC/wOuCtEfG8zPxu1cf8kjTUIuLJwNv7tJtfkoZORCwGngp8Fbh+xu1t0/rVnmGR+bDC8tCrqj/vBT6Umf+5aruI3j/YX56Zf1Pn+CQtTBHxVODLwBOqplWZ+aNp988Avg/cAVyYmXsi4jjgRuDuzPyFaX2vBS4GfjEzv1i1/S7wbuDJmXn73M9I0kIREV8HzqOXOX9XtV0MXAtsyszzzDBJwygi/i3wOWAt8IeZmRHxEuBvgWsz88Xml6QSRMRX6X0BhcyMqu0MzC9JQyging5sAF6ZmZ8d0OcMhiDDSt0C6w3AT4Dfn2rIzPXAdcCv1DUoSQtXRKyk9+3pNvDnA7q9GlgMvDsz9wBk5k+BPwZeGBGPq17rZ+iF/lenQr/yZ8AB4JfmZBKSFqSIOAe4CPgvU8UPgMz8v8B3gXMjYhwzTNJwehdwY2a+O6tv91XZs4HeNwzB/JI05CLidfSKH3fMuGV+SRpW51fXmw/TZygyrLgCSLWX6yrgusx8YMbt66iq5ZI0z06mt/rj2cD2AX1+DkjgSzPar6OXx8+pHj+ruq6b3qnKvPWYc5JmUWZuAR4LfLTP7eOAyerPZpikYfRqetshz3Qcve38wPySNMQi4mR628OsB66ccdv8kjSsnk7vS8C3HqbPUGRYcQUQ4LTquqnPva1AMyKWz+N4JAngO5n5K5nZOkyf04C7MvO+6Y2ZeRfwIHDmtH4wOOfO7NMuSY9YZj5YfRPnoIhYBTyJ3jerO5hhkoZQZm7OzEP+4R0R/4retxK/XDWZX5KG2YeABvB6oDvjnvklaVg9nd4OTX8XEe3q4PJ11dZYU4Yiw0osgDSq664+96Z+8fj4eRqLJAFQ/XLwSBr0zy7o5dfjp/VjQN/p/SRpLk0dwnlFdTXDJA21iHhRRHyE3vlF3wHeVt0yvyQNpYh4PvAq4P2ZublPF/NL0tCpDkA/l162LAU+Afwf4OeB6yPiwqrrUGTYokfz5JpMbcOwr8+9A9X1hHkaiyQdi0n6Zxf08uuEaf0Y0Hd6P0maE9VfWN8AfBv4q6rZDJM07D4IrK7+/JfAnurP5pekoRMRx9P7oskW4D0DuplfkobRBL1zcD+fmR+ZaoyIZwJfA/4r8BKGJMNKLIBM7eO6pM+946rr4nkaiyQdiwfon13Qy6/F0/oxoO/0fpI06yJiKfApenu1vn7aCjczTNKwexpwAfBeevvpnwC8G/NL0nB6F3A28JzMfHBAH/NL0tDJzNuB5/dpvyEivgi8NCIaDEmGlbgF1t3V9Yw+906trvfPy0gk6djcTZ/siohxYDkPZdeRcu7+Pu2SNFs+AjwF+P3M/Na0djNM0lDLzG5mrgf+Db0DOX83Ik7A/JI0ZCLiHHrbjV6RmV8/TFfzS1JpbqVXcziDIcmw4gogmXkvcBe9g1Zmuqi63jN/I5Kko/ZtYHlEnDGj/Z/Tq2jfM60fDM45M07SnIiI19Db+uoa4P0zbpthkoZSRMT0x9U3qb8KPJbentHml6Rh815632iejIj3TP1QfaN62mPzS9JQiohVA24tr65LGJIMK64AUvky8JyIePJUQ7V34suALZk56HAVSarT/66ub5jR/srq+jWAzPwB8APg1dXBUgBExLn09rX+2hyPU9ICFBHPAj4O3A78amZ2Z3QxwyQNlYg4KSK209tGZqYTq+sDmF+Shs/jqutb6GXY1M9zqvapx+aXpKETEe8Dvh8Ry2e0LwIuBjrA9xmSDCu1APJRoAv8VUSsjIglwMfofbvnqlpHJkkDZOb1wAbgrRHxMoCIeCnwG/SWCK6f1v3DwCrg4xFxQkScDnwSCODT8zluSaMvIp5K7y+nCbwsM3fP7GOGSRo2mbkHuAN4W0Q8bao9Ip4E/CLwnczcbn5JGjaZ+dzMjJk/wOXV/ak280vSMPoKvRUcH5hqqFbkvp9eDq3LzNawZFhk5qN5fm0i4i3Af6se/hQ4nt5/tOdk5oHaBiZpwYuIPwDWAqsy80cz7j0JuA44HdgHLAX+Cbi4+h/DVL8APgv8e+AAMF79/Elm/vbcz0LSQhIRXwWeC9wIXNuny3/PzG1mmKRhExEXAv9A7wtyn6OXTb9ML59eMJVN5pekEkz9W7Iqhky1mV+Shk5ErKN37tr3gdvordR4IvBj4NmZeWfVr/YMK7YAAge3avgtYILeP9Y/YPFDUt0OVwCp7i8Hfg/4F8CPgHdXy/36vdargV+tHl6ZmZ+ZgyFLWuAi4gC9b/AM8rzM/PuqrxkmaahExPnAe+jl0k/pbZPwrpnZZH5JGnb9CiBVu/klaahUOzK9E3gNvd/N/xj4X/R+P3/fjL61ZljRBRBJkiRJkiRJkqR+Sj0DRJIkSZIkSZIkaSALIJIkSZIkSZIkaeRYAJEkSZIkSZIkSSPHAogkSZIkSZIkSRo5FkAkSZIkSZIkSdLIsQAiSZIkSZIkSZJGjgUQSZIkSUMvIs6JiI9FxDOO0O99EfGq+RqXJEmSpOFlAUSSJElSCZ4L/Dpw0hH6/SfgxXM9GEmSJEnDzwKIJEmSpBL8AvBj4Joj9DsA/HTuhyNJkiRp2FkAkSRJkjSUIuItEXFzRHwDeCHwGOD6iPhWRGyKiJf2eVqn+pEkSZK0wC2qewCSJEmSNMAdwNeBJwCLgc8BDwDjwFJgV0S8Bohpz1kM/LOIeO20tvsy84vzMmJJkiRJQyMys+4xSJIkSdJAEfFJ4OeA8+gVPvZmZqe6N0mvIHI4N2Xm+XM7SkmSJEnDxi2wJEmSJA2tiHgM8O+AK4HfBPYAa6Z1OQD8cWZGZgawG/jUtMffwjNBJEmSpAXJAogkSZKkeRcRX4qIjIhnTGs7OyIORMQ3ImLq3yqvApbQK4Dsq9r2T3upyaN4u6PpI0mSJGnEWACRJEmSVIffpHeex4emtX2Q3nkeb8zMbkQ8EVgLfD4zd/DQ4ebTDznvHsV7HU0fSZIkSSPGQ9AlSZIkzbvM/HFErAU+GBEvB+4BXgK8PzM3Vd3+NTABvCgi7gWOr9o3RMTezPwZesWN5RFxTnVvHGhOe7yEXqFFkiRJ0gLjIeiSJEmSahER48CNwEnA/UADWJOZ+6r7xwFvB+6kt+3V84A3Ar8D7MzMT0fEbmD5Ed7q/2Xmc+diDpIkSZKGlwUQSZIkSbWJiAuA9fS2vnphZl57mL5vAP4CODszf1i13QtcmZlvnfb4S5n52urxBuAnFkAkSZKkhcctsCRJkiTV6Yn0ih8AqwZ1iojjgVOqhy+PiKXAV6Y9V5IkSZIOYQFEkiRJUi0iYjnwUWATsBv4QER8OTPvqO7/B+B19IokpwNj1VN/C7gDuAYLIJIkSZIGsAAiSZIkqS5/ApwK/BK9Asgm4M+BF1X3twB7gb8Evgs8DXgH8KzM/AFARBxNAWTsyF0kSZIkjRrPAJEkSZI07yLiRcCXgU9k5q9Vbe8B3gW8NjM/1ec5vw58DDgnM79ftd0PNI/wdl/PzGfP4vAlSZIkFcACiCRJkqR5FRHL6K3oWAo8OTPvq9qXApuBk4CnZub2Gc/7DXpbZq3OzO9VbT8B/gH46wFvtxbYkZnPnIu5SJIkSRpeboElSZIkaV5l5l7gCX3a9wFnHeapi2dcAcaB72bmlf2eEBFvrvpIkiRJWmDcC1eSJElSKY6rrtMLIIv7dZzhaPpIkiRJGjFugSVJkiSpWBGxBrg3M3fUPRZJkiRJw8UCiCRJkiRJkiRJGjlugSVJkiRJkiRJkkaOBRBJkiRJkiRJkjRyLIBIkiRJkiRJkqSRYwFEkiRJkiRJkiSNHAsgkiRJkiRJkiRp5FgAkSRJkiRJkiRJI8cCiCRJkiRJkiRJGjkWQCRJkiRJkiRJ0sixACJJkiRJkiRJkkbO/wdreczv8OQEMAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "# 0. 准备数据\n",
    "x = [225.98, 247.07, 253.14, 457.85, 241.58, 301.01,  20.67, 288.64,\n",
    "       163.56, 120.06, 207.83, 342.75, 147.9 ,  53.06, 224.72,  29.51,\n",
    "        21.61, 483.21, 245.25, 399.25, 343.35]\n",
    "y = [196.63, 203.88, 210.75, 372.74, 202.41, 247.61,  24.9 , 239.34,\n",
    "       140.32, 104.15, 176.84, 288.23, 128.79,  49.64, 191.74,  33.1 ,\n",
    "        30.74, 400.02, 205.35, 330.64, 283.45]\n",
    "\n",
    "# 1. 创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 2. 绘制图形\n",
    "plt.scatter(x, y, label=\"某关系\")\n",
    "\n",
    "plt.xlabel('x轴', fontsize=15)\n",
    "plt.xticks(fontsize=15)\n",
    "plt.title(\"这是一个散点图\", fontsize=15, color='g')\n",
    "\n",
    "plt.grid(True, linestyle='--', alpha=0.7)\n",
    "\n",
    "plt.legend(loc='best')\n",
    "\n",
    "# 3. 展示图形\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 柱状图，主要用于统计，比较数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fjZ6ilFIX6PV6PVfWSJIkSZIkSZK0ys3OzjI9PQ0wHRGzdeNcWaNVo6oqDhw4QFVVTZeiCWIulGMuVMdsKMdcKMdcKMdcKMdcqI7ZUI65UI65WBls1mjViAgOHz6Mq8k0ylwox1yojtlQjrlQjrlQjrlQjrlQHbOhHHOhHHOxMngbtNPI26BJkiRJkiRJkqQhb4Mmjamqiv3797scUEuYC+WYC9UxG8oxF8oxF8oxF8oxF6pjNpRjLpRjLlYGmzVaNTxpKcdcKMdcqI7ZUI65UI65UI65UI65UB2zoRxzoRxzsTLYrJEkSZIkSZIkSWqQzRpJkiRJkiRJkqQG2ayRJEmSJEmSJElqkM0aSZIkSZIkSZKkBtmskSRJkiRJkiRJapDNGq0aRVFw4YUXUhTGXovMhXLMheqYDeWYC+WYC+WYC+WYC9UxG8oxF8oxFytDioima1gxUkpdoNfr9eh2u02XI0mSJEmSJEmSGjQ7O8v09DTAdETM1o2z1aZVo6oqHn74YaqqaroUTRBzoRxzoTpmQznmQjnmQjnmQjnmQnXMhnLMhXLMxcpgs0arypo1a5ouQRPIXCjHXKiO2VCOuVCOuVCOuVCOuVAds6Ecc6Ecc3H28zZop5G3QZMkSZIkSZIkSUPeBk0aU5Yle/bsoSzLpkvRBDEXyjEXqmM2lGMulGMulGMulGMuVMdsKMdcKMdcrAw2a7RqRAS9Xg9Xk2mUuVCOuVAds6Ecc6Ecc6Ecc6Ecc6E6ZkM55kI55mJlsFkjSZIkSZIkSZLUIJs1kiRJkiRJkiRJDbJZI0mSJEmSJEmS1CCbNZIkSZIkSZIkSQ2yWSNJkiRJkiRJktQgmzVaNYqiYGZmhqIw9lpkLpRjLlTHbCjHXCjHXCjHXCjHXKiO2VCOuVCOuVgZUkQ0XcOKkVLqAr1er0e32226HEmSJEmSJEmS1KDZ2Vmmp6cBpiNitm6crTYti5Sa/6/TKfne772fTqdsvBZNjrIsuf/++ynLsulSNEHMheqYDeWYC+WYC+WYC+WYC9UxG8oxF8oxFyuDzRqtGmVZcNddF1GWxl6LiqLgoosucpmoljAXqmM2lGMulGMulGMulGMuVMdsKMdcKMdcrAzeBu008jZo9VxNspSHnSRJkiRJkiStfN4GTRrT6cyzbds9dDrzTZeiCTI/P88999zD/Ly50CJzoTpmQznmQjnmQjnmQjnmQnXMhnLMhXLMxcpgs0arSqfjfRt1PO/nqRxzoTpmQznmQjnmQjnmQjnmQnXMhnLMhXLMxdnPZo0kSZIkSZIkSVKDbNZIkiRJkiRJkiQ1yGaNJEmSJEmSJElSg2zWSJIkSZIkSZIkNchmjSRJkiRJkiRJUoNSRDRdw4qRUuoCvV6vR7fbbbqciZJS0xVASsG6dUc4fHgtEc0W5GE3OSKCI0eOsHbtWtIkBFUTwVyojtlQjrlQjrlQjrlQjrlQHbOhHHOhHHMx2WZnZ5mengaYjojZunGurNGqEQGzsx0bJTpOp9NpugRNIHOhOmZDOeZCOeZCOeZCOeZCdcyGcsyFcszF2c9mjVaNTqdk27YddDpl06VogpRlyY4dOyhLc6FF5kJ1zIZyzIVyzIVyzIVyzIXqmA3lmAvlmIuVwdugnUbeBq3eZKy+Czqdkrm5FuBt0NQXEZRlSavVcpmoFpgL1TEbyjEXyjEXyjEXyjEXqmM2lGMulGMuJpu3QZPGpATd7tyENI40Sebm5pouQRPIXKiO2VCOuVCOuVCOuVCOuVAds6Ecc6Ecc3H2s1mjVWNqquTmm3cxNeVyQC0qy5Jdu3a5TFRLmAvVMRvKMRfKMRfKMRfKMReqYzaUYy6UYy5WBps1kiRJkiRJkiRJDbJZI0mSJEmSJEmS1CCbNZIkSZIkSZIkSQ2yWSNJkiRJkiRJktQgmzWSJEmSJEmSJEkNslmjVWVurtV0CZpArZa50PHMheqYDeWYC+WYC+WYC+WYC9UxG8oxF8oxF2e/FBFnbuMpXQw8cpJh/yMivnsw/pXANuASYDfwnyPibzPbvQy4DbgG+CzwmxHx85lx5wA/DXwnsB54L/B9EfFYZuzXA68DNgL7gB+LiPecyn6ObKML9Hq9Ht1u96l86YqXUtMVTJYzeNhJkiRJkiRJkibE7Ows09PTANMRMVs37kyvrHkceH3Nf28djDkAkFK6Bfhd4AuA3wIq4M9TSl88usGU0pcAHwS+Fng38GfAz6aUXjM2LgFvB14DPAb8NnAl8N6UUmds7LcCdwIXA28GPg68K6V07ee195ooRRHMzDxOUdgp0aKI4PHHH+dMNq519jEXqmM2lGMulGMulGMulGMuVMdsKMdcKMdcrAxntFkTEY9HxE/l/gPm6K+KecNgBc7rgYeBF0bED9NfNfNR4A1jm30j8HTghoi4cbAq58eBn04p/YuRcVuBlwLvAK4ZbPNfAzPADw4HDVbDvAn4FHB1RLw6Iq4H/pR+g0crRKtVcf31+2i1qqZL0QSpqop9+/ZRVeZCi8yF6pgN5ZgL5ZgL5ZgL5ZgL1TEbyjEXyjEXK8MZvQ1a7YumdBH9RsxvRsSPpJT+b+BngFdGxNtGxn0X/dU26yPicErpOcA/Au+PiK8aGXcu/dUzr42IXx889j7gxcBMRDw6MvZ3gCsjYvPg81cA/2PwtbeOjLsWuJt+82jnKe6Xt0Gr4W3QlrLJLUmSJEmSJEkr36TcBq3OTwFHgV8YfP4VQNC/Fdmo99GvcXg7smsGH5e8l0xEPAl8mH5zZngLtC8HPjLaqBnZ5uUppS8cee3jtgn8Df2VPy8+tV3SpCuKis2bD1AUdpi1qKoqDhw44F8eaAlzoTpmQznmQjnmQjnmQjnmQnXMhnLMhXLMxcqw7M2alNJ64BXA/4iIg4OHvwj4eET88+jYiPg4/abOzMg4gF2ZTT88Mq4LrD3BOIDnjmyzAnaPvXYJ7BvZps5y7XbFli17abc9aWlRVVXs3bvXH2ZawlyojtlQjrlQjrlQjrlQjrlQHbOhHHOhHHOxMjSxsub/AjrAfx15rAsczA+nBzxrZBw1Y5/KOMbG9iJi7iTblCRJkiRJkiRJOu3ay/liKaU28L3AX0TEnpGn5oEjNV82BzxtZBw1Y5/KOMbGnsprHyeltAZYM/LQeQDz8/PMz88fN74oCoqiWOhwFkVBWZbUvW/QcHxZlhRFQUopu92hVqsFQFmWS/5dp91uExFUVUWr1aKqqtrua0ppYcywthONH629f1e6gqmpkpTy+zo/36KqEp3OPMeOtYiATqe+9rm5FinB1FTJ3Fybogja7fz4iMSxYy2Kolp4/VarotXK115VBfPzBe12RQSU5clqL6iq/piyLBb2o85w/yZxnk6WyVartZDDU6l9dMxwP+rGj9YeESfd19N1PA2/ZryuST6eVuM8nUrtp3OeRmt0nk68r2f7z6enOk8RccLvvfM0GfN0stpP9zyN/ixxniZ3nnK1n8l5Gp4vTnbeAOdpNZ336n73dJ4ma56W+3gabmP0fOE85fd1WNtqOe8BJ9y+8zQZ87Tcx9P4zxLnaTLnadyZnidgYfvDWpynyZmnE9W45PVPadTpswV4NnDL2ONPAufUfM0U/ZU4w3HUjH0q4xgbeyqvnfMTwGvHH7zvvvs499xzjxt84YUXcskll/DII4+wZs0aNmzYwEMPPUSv1ztuLMDMzAzr16/ngQce4KKLLuL888/nvvvuqw3Upk2b6HQ67Nixg6uuuoq5uTl27crdCa4f1Kuvvpper8e+ffu4/PLLOXToEHv37s2On56e5rLLLuOxxx7j6NGjC/tx8GB+QdSGDRsW9m/dunXAem666QEuuCDfF7vjjkvZu/d8Xv3q+3jrWzcyO9th27Yd2bEAt912Fd3uHDfeuJvbbruaiy/usXXrg9mxhw6t5fbbL+f5zz/MM5/Zj8Y11zzGtdfuz47fufNCtm+/hJe85BGeeGINd9+9gRtueIiZmfw8bd8+w86d/f27666LFvajrtl0++2bKMvJnKdh3o4cyc/TpZdeupDDjRs3LuStznD/du/evbAfDz6Yn6e1a9cu7N/hw4cX9mP//vw8na7jaX5+nscff5x777130Fjsm+TjaTXO03Kf9yKCJ5/sny+cp+NNyjzB8h9PrVYre84Ycp4mY56W+3iKiIVcrF+/3nma0HkatRzH0/B8UVUVR44ccZ6YzHla7uPpwIED2Z8jztNkzdNyH0/DnyPD84XztNSkzNPQch5Pz3jGM3jyySdrf/d0niZjnpb7eBr93bPdbjtPEzpPo5bjeBqeLw4fPswzn/lM52lgUuZpeI3pZFJdl+pMSCndAbwMuDAiPj3y+J3AiyJi3dj4Fv1VL78REbeklG4A/gD4hoh4z9jYtwwev2Dw+RPAeyPiW8bGXQf8FfDSiLgzpfRG4PuB6YiYHRu7F7g3Im6o2Z/cypr9hw8fptvtHjd+tXQKx2vvf23zK2vOOWeOW275O37pl66mLAuaXFlTlpM5T6vxLyTKsuTee+/liiuuWKh3vHbnKV/7Sv4LiWEurr766oW/UHGe8vt6tv98eqrzND8/z44dO447Z+T21XnK7+uwtpV0PI3+LJmamnKeJnSecrWfyXkani+uuuoq2u2288RkztOw9uU6no4dO5b93dN5mqx5Wu7jafhzZPR84Tzl93VY22o571VVxT333FP7u6fzNBnztNzH0/h1DOdpMudp3Jmep+H54sorr6TT6ThPmdqbnKfZ2dnBgobjexBLXr+2stMspfQ04KX0GyifHnv6fmBLSuniiHh05PEX0l/d8smRcQBXAkuaNcCXjowD2DUYN+5LBx/Ht3kF8Jcj9V4APBf4k7p9ioijwNGRrwH6k9pu139rhxf+YDEwJzI65kTbzY052fhhqIZ1jdaWM/r8qYwfrf3YsZPv69xcO/vvnIjFMVWVTjq+qgoi+nNUlgVleeLa5+cXnz+V2kfHnKyWlCZ3nk4lk0+l9tExKaWTjn+qtZ+O42n4/c3V5jzlNTFPJ3Im5ml4Tnee6k3CPA0t1zyllE54zsiNd54WreTjafi9GD7uPNVbLee94fli+J/ztGiS5ml8zJmep+HFkbqfI85TvZV+3sudL5ynpSZhnnLjz+Q8VVV1Sr97Ok8nH7/SjqfxXDhPpzZ+JZ/3hueL4Rjnaamm5+lUagQ48SudXl8HnAu8K/Pc9sHHV409vnXw8W6AiPgo8FHgFSmlhduTpZQ2Ac8bjhvZ5kUppa8Z2+Z3ALPAzsHnfwJUJ3ttnf0iEnv3Ti80bCTon4Cnp6cXLsxLYC5Uz2wox1wox1wox1wox1yojtlQjrlQjrlYGZbtNmgppf8GfA8wExGPZJ6/B3gBsDUi3pVSehlwB/CPwKUxKDSl9P3AG4HfpX/7si8E/pD+KpprI+KDg3HPBP4BOEz/vXL+AfgZ4CeBN0fE94y89h8A3zLY3u3AiwbbZFBv7dKksX3oAr1er5e9Ddpq5nliqWW8+6AkSZIkSZIkqSGzs7NMT0/DSW6Dtpwra74a+Kdco2bgO4FDwDtTSp+hvwKnAm6MpR2lNwFvB74b+BSwj36j5teHjRqAiPgEcCPwDGA38AT9Rs1e4EfHXvv7gAcH2/408EFgGrj5VBs1mnytVsV11+2n7r1qtDpVVcX+/ftr7z+p1clcqI7ZUI65UI65UI65UI65UB2zoRxzoRxzsTIsy3vWpJT+BTADvLNuTEQ8NLid2WuALwMeBW4d3PpsdFwA355S2k6/wQPwuxFxR2ab70gpPUi/OTMDfAj42fEGTEQcTCldCWyj31Q6CPxCROz4XPZXkyklOO+8o67y0XGOHj168kFadcyF6pgN5ZgL5ZgL5ZgL5ZgL1TEbyjEXyjEXZ79luw3aauBt0OrZIFnKw06SJEmSJEmSVr5JvA2a1Kh2u2LLlodpt10OqEVVVfHwww+7TFRLmAvVMRvKMRfKMRfKMRfKMReqYzaUYy6UYy5WBps1WjWKomLz5oMUhSctLaqqioMHD/rDTEuYC9UxG8oxF8oxF8oxF8oxF6pjNpRjLpRjLlYGmzWSJEmSJEmSJEkNslkjSZIkSZIkSZLUIJs1kiRJkiRJkiRJDbJZI0mSJEmSJEmS1CCbNZIkSZIkSZIkSQ2yWaNVoywLPvCBDZSlsdeioijYsGEDRWEutMhcqI7ZUI65UI65UI65UI65UB2zoRxzoRxzsTKkiGi6hhUjpdQFer1ej26323Q5EyWlpiuYLB52kiRJkiRJkrTyzc7OMj09DTAdEbN142y1adWYmirZunUPU1Nl06VogpRlyZ49eyhLc6FF5kJ1zIZyzIVyzIVyzIVyzIXqmA3lmAvlmIuVwWaNVo2yTOzZs46ydJmPFqWUWLduHcnlXxphLlTHbCjHXCjHXCjHXCjHXKiO2VCOuVCOuVgZvA3aaeRt0Op5nljKw06SJEmSJEmSVj5vgyaNmZoqufnm+70NmpYoy5L777/fZaJawlyojtlQjrlQjrlQjrlQjrlQHbOhHHOhHHOxMtis0aqRUnDBBUdIyWUtWhQRHDlyBFcZapS5UB2zoRxzoRxzoRxzoRxzoTpmQznmQjnmYmWwWSNJkiRJkiRJktQgmzWSJEmSJEmSJEkNslkjSZIkSZIkSZLUIJs1kiRJkiRJkiRJDbJZI0mSJEmSJEmS1KAUEU3XsGKklLpAr9fr0e12my5noqTUdAVQFMHFF/d49NFpqqrZgjzsJkdE0Ov1mJ6eJk1CUDURzIXqmA3lmAvlmAvlmAvlmAvVMRvKMRfKMReTbXZ2lunpaYDpiJitG2ez5jSyWVPPc8RSHnaSJEmSJEmStPKdarPG26Bp1eh05tm27R46nfmmS9EEmZ+f55577mF+3lxokblQHbOhHHOhHHOhHHOhHHOhOmZDOeZCOeZiZXBlzWnkypp6k7CyJqVg3bojHD68lghvg6a+iODIkSOsXbvWZaJaYC5Ux2wox1wox1wox1wox1yojtlQjrlQjrmYbK6skcZEwOxsx0aJjtPpdJouQRPIXKiO2VCOuVCOuVCOuVCOuVAds6Ecc6Ecc3H2s1mjVaPTKdm2bQedTtl0KZogZVmyY8cOytJcaJG5UB2zoRxzoRxzoRxzoRxzoTpmQznmQjnmYmWwWSNJkiRJkiRJktQgmzWSJEmSJEmSJEkNslkjSZIkSZIkSZLUIJs1kiRJkiRJkiRJDbJZI0mSJEmSJEmS1CCbNZIkSZIkSZIkSQ1KEdF0DStGSqkL9Hq9Ht1ut+lyJkpKTVcAEHQ6JXNzLaDZgjzsJkdEUJYlrVaLNBlB1QQwF6pjNpRjLpRjLpRjLpRjLlTHbCjHXCjHXEy22dlZpqenAaYjYrZunCtrtGqkBN3u3IQ0jjRJ5ubmmi5BE8hcqI7ZUI65UI65UI65UI65UB2zoRxzoRxzcfazWaNVY2qq5MYbdzM1VTZdiiZIWZbs3r2bsjQXWmQuVMdsKMdcKMdcKMdcKMdcqI7ZUI65UI65WBm8Ddpp5G3Q6rmaZSkPO0mSJEmSJEla+bwNmjSmKIKZmccpCjslWhQRPP7449i41ihzoTpmQznmQjnmQjnmQjnmQnXMhnLMhXLMxcpgs0arRrtdsnXrg7TbLgfUorIsefDBB10mqiXMheqYDeWYC+WYC+WYC+WYC9UxG8oxF8oxFyuDzRpJkiRJkiRJkqQG2ayRJEmSJEmSJElqkM0aSZIkSZIkSZKkBtmskSRJkiRJkiRJapDNGkmSJEmSJEmSpAbZrNGqEZE4dGgtEanpUjRBUkqsXbuWlMyFFpkL1TEbyjEXyjEXyjEXyjEXqmM2lGMulGMuVoYUEU3XsGKklLpAr9fr0e12my5nonieWMrDTpIkSZIkSZJWvtnZWaanpwGmI2K2bpwra7RqFEXF5s0HKIqq6VI0Qaqq4sCBA1SVudAic6E6ZkM55kI55kI55kI55kJ1zIZyzIVyzMXKYLNGq0arFVx22WFaLZe1aFFEcPjwYVxlqFHmQnXMhnLMhXLMhXLMhXLMheqYDeWYC+WYi5XB26CdRt4GrZ63QVvKw06SJEmSJEmSVj5vgyaNabUqrrtuP62WywG1qKoq9u/f7zJRLWEuVMdsKMdcKMdcKMdcKMdcqI7ZUI65UI65WBls1mjVaLUqrr3WZo2W8oeZcsyF6pgN5ZgL5ZgL5ZgL5ZgL1TEbyjEXyjEXK4PNGkmSJEmSJEmSpAbZrJEkSZIkSZIkSWqQzRpJkiRJkiRJkqQG2ayRJEmSJEmSJElqkM0aSZIkSZIkSZKkBtms0apRVQU7d15IVRl7LSqKggsvvJCiMBdaZC5Ux2wox1wox1wox1wox1yojtlQjrlQjrlYGVJENF3DipFS6gK9Xq9Ht9ttupyJklLTFUwWDztJkiRJkiRJWvlmZ2eZnp4GmI6I2bpxttq0arTbFVu2PEy7XTVdiiZIVVU8/PDDVJW50CJzoTpmQznmQjnmQjnmQjnmQnXMhnLMhXLMxcpgs0arRgQ88cQaV7XoOGvWrGm6BE0gc6E6ZkM55kI55kI55kI55kJ1zIZyzIVyzMXZz9ugnUbeBq2et0FbysNOkiRJkiRJklY+b4MmjZmaKtm6dQ9TU2XTpWiClGXJnj17KEtzoUXmQnXMhnLMhXLMhXLMhXLMheqYDeWYC+WYi5XBZo1WjZSCmZkeKbmsRYsigl6vh6sMNcpcqI7ZUI65UI65UI65UI65UB2zoRxzoRxzsTLYrJEkSZIkSZIkSWrQsjdrUkpvTClFSulrMs+9MqX0QErpSEppR0rpRTXbuCyldGdK6VMppU+klF5TM+6clNLrU0qPppQ+k1J6d0rpWTVjvz6l9OGU0pMppb9PKb3089tTSZIkSZIkSZKkk1vWZk1K6SrgPwLvjIg/H3vuFuB3gS8AfguogD9PKX3x2LgvAT4IfC3wbuDPgJ8db9iklBLwduA1wGPAbwNXAu9NKXXGxn4rcCdwMfBm4OPAu1JK136++yxJkiRJkiRJknQi7eV6oZRSi37D5Cjww2PPXQy8HngYuDoiPpVSmgLuAd4AfP3I8DcCTwe+MSL+aPD1u4FbU0q/FxH/OBi3FXgp8A7gWyMiUkpvAPYAPwj80uBru8CbgE8NXnvf4PE7B/VuPI3fBkmSJEmSJEmSpCWWc2XNf6K/suUXhw2REa8AOsCtEfEpgIg4BvwK8JKU0jqAlNJzgOuB9w8bNQNvAuaAbx557FVAALfE4J2VBq97B/DykXEvAy4A3jBW1y8Cz0spbf5cd1iSJEmSJEmSJOlklqVZM3ifmJ8FHmWwomXMV9BvrNw59vj76Nc4vB3ZNYOP7xkdFBFPAh8GXjx4vQR8OfCRiHg0s83LU0pfOPLax20T+Bvgs8Nt6uw3P1+wffsM8/PL/lZNmmBFUTAzM0NRmAstMheqYzaUYy6UYy6UYy6UYy5Ux2wox1wox1ysDMt1G7RfA86j//4yt6aU5oA/jIgPD57/IuDjEfHPo18UER9PKR0FZkbGAezKvMbDLDZeusDaE4wDeC79W599Ef33x9k99tplSmnfyGvrLFdVBTt3rm+6DE2YoihYv95caClzoTpmQznmQjnmQjnmQjnmQnXMhnLMhXLMxcpwxlttKaUXAd82+PQG4BbgNcCHUkqvGzzeBQ7WbKIHPGtkHDVjn8o4xsb2ImLuJNvUWW5qquTmm+9naqpsuhRNkLIsuf/++ylLc6FF5kJ1zIZyzIVyzIVyzIVyzIXqmA3lmAvlmIuVYTlW1vzk4OPfAz8APMTgvWuA16aU7gPmgSM1Xz8HPG3w7/nBx9zYpzKOsbGn8trHSSmtAdaMPHQewPz8PPPz88eNL4qCoiioqmrh87IsGbylTu34siwpioKUUna7Q61WC+gfnKP/rtNut4kIqqqi1WpRVdVCbZl9XRgzrO1E40dr79+VrmBqqiSl/L7Oz7eoqkSnM8+xYy0ioNOpr31urkVK/QbM3Fybogja7fz4iLSwzfe//zmUZUGrVdFq5WuvqoL5+YJ2uyICyvJktRdUVX9MWRYL+1FnWMskztPJMtlqtRZyeCq1j44Z7kfd+NHaI+Kk+3q6jqeIYMOGDQuvm6vdecrXvpzzdCq1n855igie85znHFe783T8vp7tP5+e6jyllLLnjNy+Ok/5fR3WtpKOp9GfJcN6nad87avpvDc8X6SUTlg7OE+r7byX+zniPE3ePJ2s9tM5T8OfI6PnC+cpv6/D2lbTee85z3lO7e+eztPkzNNyHk/j1zGcp8mcp3HLMU/Pec5zFh5zno6vvcl5OlGNS17/lEZ9jgbNjOvpvx/NN0fEPwye+lhK6WH6tyn7D8CTwDk1m5kCOoN/Pzn4mBv7VMYxNvZUXjvnJ4DXjj943333ce655x43+MILL+SSSy7hkUceYc2aNWzYsIGHHnqIXq933FiAmZkZ1q9fzwMPPMBFF13E+eefz3333VcbqE2bNtHpdNixYwdXXXUVc3Nz7NqVuxNcP6hXX301vV6Pffv2cfnll3Po0CH27t2bHT89Pc1ll13GY489xtGjRxf24+DB/IKoDRs2LOzfunXrgPXcdNMDXHBBvi92xx2Xsnfv+bz61ffx1rduZHa2w7ZtO7JjAW677Sq63TluvHE3t912NRdf3GPr1gezYw8dWsvtt1/O859/mMsuO8xDDz2d6677ONdeuz87fufOC9m+/RJe8pJHeOKJNdx99wZuuOEhZmby87R9+ww7d/b37667LlrYj7pm0+23b6IsJ3Oehnk7ciQ/T5deeulCDjdu3LiQtzrD/du9e/fCfjz4YH6e1q5du7B/hw8fXtiP/fvz87SajyfnadGZnqenP/3pfPzjH3eexkzaPC338fTRj340Oxacp0maJ48n52kS5umjH/2o8zRiUufJ42kp58l5Audpkubpk5/8JA899FB2vPM0OfPk8dTnPDU7T5/85CeZn593nkZMyjw9+eSTmS0cL9V1qU6HlNKzgI8DH46IL8s8fxA4RP99ZF4UEevGnm/RX/XyGxFxS0rpBuAPgG+IiPeMjX3L4PELBp8/Abw3Ir5lbNx1wF8BL42IO1NKbwS+H5iOiNmxsXuBeyPihpr9y62s2X/48GG63e5x41dLp3C89v7XNr+y5pxz5viBH9jJr//6FQxX1+Qsx8qaspzMeVqNfyFRliU7d+5k8+bNC/WO1+485WtfyX8hUZb95cNXXHEFRVEs1OY8Hb+vZ/vPp6c6T/Pz89x7773HnTNy++o85fd1WNtKOp5Gf5ZMTU05TxM6T7naz+Q8Dc8XV1xxBe1223liMudpWPtyHU/Hjh3L/u7pPE3WPC338TT8OTJ6vnCe8vs6rG21nPeqquLee+/l8ssvz/7u6TxNxjwt9/E0fh3DeZrMeRp3pudpeL7YvHkznU7HecrU3uQ8zc7ODhY0HN+DWPL6tZWdHk8MPj5ygtefA+4HtqSULo6IR0eefyH91S2fHHx+/+DjlcCSZg3wpSPjoL9q58rMa37p4OP4Nq8A/nI4KKV0AfBc4E9qaicijgJHR76mv1PtNu12/bd2eOEPFgNzIqNjTrTd3JiTjR+GaljXaG05o8+fyvjR2o8dO/m+zs21s//OiVgcU1XppOP7DZX+wVKWBWV54trn5xefP5XaR8ecrJaUJneeTiWTT6X20TEppZOOf6q1n47jafjDI1eb85TXxDydyJmYp9EftkPO01KTME9DyzVPw9uT1J0zcuOdp0Ur+Xga5mL4uPNUb7Wc94bni5TSKdXuPJ3a+LP9eGq1Wif8OeI81Vvp573c+cJ5WmoS5ik3/kzO0/Ci38l+93SeTj5+pR1P4z9LnKdTG7+Sz3vD88VwjPO0VNPzdCo1Apz4lT5PEfEEsA/YMP5cSmkDcD6wG9g+ePhVY8O2Dj7ePdjeR4GPAq9IKS3cniyltAl43nDcwHbgopTS14xt8zuAWWDn4PM/AaqTvbYkSZIkSZIkSdKZcEabNQNvB74ipfS1wwcGtzf7peHzEfE3wA7glpTSNw3GvAz4PuAh4MMj23sD/RUvt6eUnpZSejbwFiABvz8y7q30V/b895TS81JKrZTSz9FfbfP2iDgGEBH7gXcCL08p/ceUUpFSuob+e9Ec5gQrayRJkiRJkiRJkj5fZ/o2aAC/CHwDsD2l9G7gE8CLgRcAfwr84WDcdwLvA96ZUjoCrAU+A9wYS29S9ybgOuC7gZcDrcF/vx4RHxwOiohPpJRuBH6P/uqd4Tb3Aj86VuP3ARsH2/6Vwbh54DtOdA85SZIkSZIkSZKkz9cZb9ZExOGU0lcAPwZ8E/Dv6L9fzK8B//ewERMRDw1uZ/Ya4MuAR4FbB7c+G91eAN+eUtpOv8ED8LsRcUfmtd+RUnqQfnNmBvgQ8LPjDZiIOJhSuhLYBnw1cBD4hYjYcTq+B5IkSZIkSZIkSXWWY2UNEfHP9Js1P3YK4245xW2+DXjbKYzbDbzyFMYdAW4d/CdJkiRJkiRJkrQs0tI7jOnzkVLqAr1er0e32226nImSUtMVQErBunVHOHx4LRHNFuRhNzkigiNHjrB27VrSJARVE8FcqI7ZUI65UI65UI65UI65UB2zoRxzoRxzMdlmZ2eZnp4GmD7R264Uy1eS1KwImJ3t2CjRcTqdTtMlaAKZC9UxG8oxF8oxF8oxF8oxF6pjNpRjLpRjLs5+Nmu0anQ6Jdu27aDTKZsuRROkLEt27NhBWZoLLTIXqmM2lGMulGMulGMulGMuVMdsKMdcKMdcrAzeBu008jZo9SZj9V3Q6ZTMzbUAb4OmvoigLEtarZbLRLXAXKiO2VCOuVCOuVCOuVCOuVAds6Ecc6EcczHZvA2aNCYl6HbnJqRxpEkyNzfXdAmaQOZCdcyGcsyFcsyFcsyFcsyF6pgN5ZgL5ZiLs5/NGq0aU1MlN9+8i6kplwNqUVmW7Nq1y2WiWsJcqI7ZUI65UI65UI65UI65UB2zoRxzoRxzsTLYrJEkSZIkSZIkSWqQzRpJkiRJkiRJkqQG2ayRJEmSJEmSJElqkM0aSc1Kqdn/zj0X7ryz/7HpWiRJkiRJkiStSjZrJEmSJEmSJEmSGmSzRqvK3Fyr6RI0gVpzc02XoAnUanm+UJ7ZUI65UI65UI65UI65UB2zoRxzoRxzcfZLEdF0DStGSqkL9Hq9Ht1ut+lyJop3eFrKw26E4VhkMCRJkiRJkqQVZXZ2lunpaYDpiJitG+fKGq0aRRHMzDxOUXhBXIuiKHh8ZoYoPB1qUUTw+OOP4x80aJzZUI65UI65UI65UI65UB2zoRxzoRxzsTJ4dVKrRqtVcf31+2i1qqZL0QSpWi32XX89lUtFNaKqKvbt20dVeb7QUmZDOeZCOeZCOeZCOeZCdcyGcsyFcszFyuBt0E4jb4NWzztdLeVhN8JwLDIYkiRJkiRJ0oribdCkMUVRsXnzAYrCDrMWVUXBgc2bqbwNmkZUVcWBAwf8ixQdx2wox1wox1wox1wox1yojtlQjrlQjrlYGbw6qVWj3a7YsmUv7bYnLS2q2m32btlC1W43XYomSFVV7N27119ydByzoRxzoRxzoRxzoRxzoTpmQznmQjnmYmWwWSNJkiRJkiRJktQgmzWSJEmSJEmSJEkNslkjSZIkSZIkSZLUIJs1kiRJkiRJkiRJDbJZI0mSJEmSJEmS1CCbNVo1IhJ7904TkZouRRMkRTC9dy8poulSNEFSSkxPT5OS5wstZTaUYy6UYy6UYy6UYy5Ux2wox1wox1ysDCm8QHnapJS6QK/X69HtdpsuZ6J4nljKw26E4VhkMCRJkiRJkqQVZXZ2lunpaYDpiJitG+fKGq0arVbFddftp9Wqmi5FE6Rqtdh/3XVUrVbTpWiCVFXF/v37qSrPF1rKbCjHXCjHXCjHXCjHXKiO2VCOuVCOuVgZbNZo1UgJzjvvqAs5tFRKHD3vPFf46DhHjx5tugRNKLOhHHOhHHOhHHOhHHOhOmZDOeZCOebi7Odt0E4jb4NWz+vgS3nYjTAciwyGJEmSJEmStKJ4GzRpTLtdsWXLw7TbLgfUoqrd5uEtW6ja7aZL0QSpqoqHH37Y5cM6jtlQjrlQjrlQjrlQjrlQHbOhHHOhHHOxMtis0apRFBWbNx+kKDxpaVFVFBzcvJmq8HSoRVVVcfDgQX/J0XHMhnLMhXLMhXLMhXLMheqYDeWYC+WYi5XBq5OSJEmSJEmSJEkNslkjSZIkSZIkSZLUIJs1kiRJkiRJkiRJDbJZI0mSJEmSJEmS1CCbNZIkSZIkSZIkSQ2yWaNVoywLPvCBDZSlsdeioizZ8IEPUJRl06VoghRFwYYNGygKzxdaymwox1wox1wox1wox1yojtlQjrlQjrlYGVJENF3DipFS6gK9Xq9Ht9ttupyJklLTFUwWD7sRhmORwZAkSZIkSZJWlNnZWaanpwGmI2K2bpytNq0aU1MlW7fuYWrKFRRaVE5NsWfrVsqpqaZL0QQpy5I9e/ZQuuJKY8yGcsyFcsyFcsyFcsyF6pgN5ZgL5ZiLlcFmjVaNskzs2bOOsnQlhxalsmTdnj0kf5hpREqJdevWkVz5pTFmQznmQjnmQjnmQjnmQnXMhnLMhXLMxcrgbdBOI2+DVs/zxFIediMMxyKDIUmSJEmSJK0o3gZNGjM1VXLzzfd7GzQtUU5Ncf/NN3sbNC1RliX333+/y4d1HLOhHHOhHHOhHHOhHHOhOmZDOeZCOeZiZbBZo1UjpeCCC46QkqsXtChS4sgFFxCu8NGIiODIkSO4+lTjzIZyzIVyzIVyzIVyzIXqmA3lmAvlmIuVwWaNJEmSJEmSJElSg2zWSJIkSZIkSZIkNchmjSRJkiRJkiRJUoNs1kiSJEmSJEmSJDXIZo0kSZIkSZIkSVKDUkQ0XcOKkVLqAr1er0e32226nImSUtMVQFEEF1/c49FHp6mqZgvysBvRcDiiKOhdfDHTjz5KqqpGazEYkyMi6PV6TE9PkybhBKaJYTaUYy6UYy6UYy6UYy5Ux2wox1wox1xMttnZWaanpwGmI2K2bpzNmtPIZk09zxFLediNMByLDIYkSZIkSZK0opxqs8bboGnV6HTm2bbtHjqd+aZL0QSZ73S4Z9s25judpkvRBJmfn+eee+5hft7zhZYyG8oxF8oxF8oxF8oxF6pjNpRjLpRjLlYGV9acRq6sqTcJiydSCtatO8Lhw2uJ8DZoE6Pp26ClxJF161h7+DCp6Ylp+vW1ICI4cuQIa9eudfmwljAbyjEXyjEXyjEXyjEXqmM2lGMulGMuJpsra6QxETA72/F6uJaKoDM7a6NEx+m42ko1zIZyzIVyzIVyzIVyzIXqmA3lmAvlmIuzn80arRqdTsm2bTvodMqmS9EEKTsddmzbRukPNI0oy5IdO3ZQlp4vtJTZUI65UI65UI65UI65UB2zoRxzMXlSav6/c84ped3rdnDOOWWjdejzY7NGkiRJkiRJkiSpQTZrJEmSJEmSJEmSGmSzRpIkSZIkSZIkqUE2ayRJkiRJkiRJkhpks0aSJEmSJEmSJKlBNmskSZIkSZIkSZIalCKi6RpWjJRSF+j1ej263W7T5UyUlJquACDodErm5lpAswV52I1oOBwBlJ0Orbm5hlOBwZggEUFZlrRaLdJknMA0IcyGcsyFcsyFcsyFcsyF6pgN5ZiLyTMZ0zAZ1z29tJU3OzvL9PQ0wHREzNaNc2WNVo2UoNudm5ATqCZGSsx1u5Pyk1UTZG5urukSNKHMhnLMhXLMhXLMhXLMheqYDeWYC43zuufKYLNGq8bUVMmNN+5maqpsuhRNkHJqit033kg5NdV0KZogZVmye/duytLzhZYyG8oxF8oxF8oxF8oxF6pjNpRjLpTjdc+VYVlug5ZSuhd4Yeapv4qIF4+MeyWwDbgE2A3854j428z2LgNuA64BPgv8ZkT8fGbcOcBPA98JrAfeC3xfRDyWGfv1wOuAjcA+4Mci4j1PcT+9DVoNu7pLuSRwhOFYZDAkSZIkSZLOKl7aWuSlrbyJuQ1aSqlDvwHyfuD1Y//9z5FxtwC/C3wB8FtABfx5SumLx7b3JcAHga8F3g38GfCzKaXXjI1LwNuB1wCPAb8NXAm8d1DT6NhvBe4ELgbeDHwceFdK6drPc/c1QYoimJl5nKLwrKFFURQ8PjNDFC401KKI4PHHH8f3ddM4s6Ecc6Ecc6Ecc6Ecc6E6ZkM55kI5XvdcGZbj6uQLgA7w3yLip8b++x2AlNLF9Js3DwMvjIgfpr9q5qPAG8a290bg6cANEXFjRHw38OPAT6eU/sXIuK3AS4F3ANcMtvmvgRngB4eDBqth3gR8Crg6Il4dEdcDf0q/waMVot0u2br1QdptlwNqUdlu8+DWrZTtdtOlaIKUZcmDDz7osnIdx2wox1wox1wox1wox1yojtlQjrlQjtc9V4blaNZcMfi48wRjXkG/oXNrRHwKICKOAb8CvCSltA4gpfQc4Hrg/RHxRyNf/yZgDvjmkcdeBQRwSwxazRGxD7gDePnIuJcBFwBvGDw/9IvA81JKm091RyVJkiRJkiRJkp6q5WjWXAnMAg+dYMxX0G+s3Dn2+Pvo1zi8Hdk1g49L3ksmIp4EPgy8GBZugfblwEci4tHMNi9PKX3hyGsft03gb+i/H86LT1C3JEmSJEmSJEnS52W5mjWfBv4ipTSbUvpUSuk9KaUrR8Z8EfDxiPjn0S+MiI8DR+nfumw4DmBX5nUeHhnXBdaeYBzAc0e2WQG7x167BPaNbFOSJEmSJEmSJOm0O6Nv0pBS6gCb6N/i7GPAm4FnAN8CfG1K6V9HxD30mysHazbTA541+Hd38DE39qmMYzD23sHYXkTMnWSbx0kprQHWjDx0HsD8/Dzz8/PHjS+KgqIoqKpq4fOyLGvfEGw4vixLiqIgpZTd7lCr1QL6964c/XeddrtNRFBVFa1Wi6qqFmrL7OvCmGFtJxo/Wnt/oVPB1FRJSvl9nZ9vUVWJTmeeY8daRECnU1/73FyLlGBqqmRurk1RRO09GSMSx461KIpq4fVbrYpWK197VRXMzxe02xURUJYnq72gqvpjyrJY2I86w/2bxHk6WSZbrdZCDk+l9tExw/04bnyn0689gtaxY1RFQbRa/X+3WlSDbRxXe1VRzM9TtdsQQVGWlFNTREr58fPzFFVFOTVFUZakqmK+06HsdIiioBzUsVD7sWMQQdnp0Jqbg5Qop6Zq97U9N0cUBdWw9qLo15axsK+tFqS0sB9VzfE9EfM0rH0kYxFx0kyeree90RrPquNpYLXM0/i+Dms7k/MUESf83jtPkzFPJ6v9dM/TsLbh99p5msx5ytV+JudpeL442XkDnKfVdN4bPV/U1e481de+Us97w22Mni+cp/y+DmtbLec94ITbd54mY56W+3ga/1niPDU/T7B4nbLO8Pplq1UtXKdst/O1D69ltloVKbFwnbIo8uPLsr8eI6VYGNPUddiynNx5avK8d6Ial7z+KY363D0D+Gvg3RHxG8MHU0ovAu4Gfhr4BmAeOFKzjTngaYN/D/cqN/apjGNs7Km8ds5PAK8df/C+++7j3HPPPW7whRdeyCWXXMIjjzzCmjVr2LBhAw899BC9Xu+4sQAzMzOsX7+eBx54gIsuuojzzz+f++67rzZQmzZtotPpsGPHDq666irm5ubYtSu3uKgf1Kuvvpper8e+ffu4/PLLOXToEHv37s2On56e5rLLLuOxxx7j6NGjC/tx8GC+x7Zhw4aF/Vu3bh2wnptueoALLsh/q++441L27j2fV7/6Pt761o3MznbYtm1HdizAbbddRbc7x4037ua2267m4ot7bN36YHbsoUNruf32y3n+8w/zzGc+CcA11zzGtdfuz47fufNCtm+/hJe85BGeeGINd9+9gRtueIiZmfw8bd8+w86d/f27666LFvaj7iR3++2bKMvJnKdh3o4cyc/TpZdeupDDjRs3LuStznD/du/evbAfDz44Nk/btgGw9tAhLr/9dg5t2sThyy7jsjvu4LFrrmH/tddmtgwX7tzJJdu388hLXsKaJ55gw91389ANN9CbyS+Gm9m+nfU7d/LATTdx0V13cf7evdz36lczf845PH7JJdz7Qz9EGjmZbrr9djqzs+zYto2rbruNuW6XXTffnN12a26Oq2+7jd7FF7Pv+usX9mPvli3Z8dN79y7s39HzzlvYj4M138uJmKeBtWvXLuTw8OHDC3nbvz9/PJ2t572I4Mkn++eLs+p4Glgt8wTLf95rtVo8/vjj3HvvvYM/RljKeZqMeVru4ykiFnKxfv1652lC52nUchxPw/NFVVUcOXLEeWIy52m5j6cDBw5kf444T5M1T8t9PA1/jgzPF87TUpMyT0PLeTw94xnP4Mknn6z93dN5mox5Wu7jafR3z3a77TxNwDx1Ov3rlDffnD+e5uZaC9cvr79+H7fffjmbNh1iy5b8PO3dO80dd1zGNdc8xnnnHV24Trl5c36ePvCBDXzoQ8/gmc98kuc//zA7djyzseuwDzwwufPU5HlveI3pZFJdl+pMSym9A3gZ8IXAXwIREVdmxv0TcGdEvCql9APAG4BNEfGRsXG/ANwSEe2UUpf+qphfjYgfGRt3KbAH+K6I+L2U0juBr4yIdZnX/hDw6Yj4mpp9yK2s2X/48GG63e5x41dLp3C89v7XNr+yZs2aY9x00wO8+c2bqKrU6MqaspzMeWrkLyQGjc2mVtZUU1PsfsUr2Pi2t1EcO7ZYexMra2p+2ZmIeRrWPsF/yXI6j6eqqti9ezebNm1a+J+is+J4Glgt8zS+r8PazuQ8lWXJRz7yETZu3EhRHH83WedpMubpZLWf7nkanjM2btxIu912niZ0nnK1n8l5Gp4vXvCCFyx8Xsd5Wj3nvfn5+YXzxejPEedpsuZpuY+n4c+R0fOF85Tf12Ftq+W8FxHs2rWr9ndP52ky5mm5j6fR3z2LonCeJmCepqaaX1lTFMGrXrWLt7zl+Rw9OtXYddjPfGZy56nJ897s7OxgQQPTETFb9/pNNmv+C/DjwOXAzwMvGm+YpJRa9Fe9/EZE3JJSugH4A+AbIuI9Y2PfMnj8gsHnTwDvjYhvGRt3HfBXwEsj4s6U0huB7yfzjUop7QXujYgbTnGfukCv1+tlmzWrWc3181WrocNuMhmORQZDkiRJkiTprOKlrUVe2sqbnZ1lenoaTtKsOb4tf5qllJ5b89TTBx/PAe4Hnp5SunhszAuBKeCTg8/vH3w8bgUO8KUj4wB2nWAcmW1eMVb3BcBzx7aps1hRVGzefKC2C63VqSoKDmzeTJX5KyWtXlVVceDAgdq/ntDqZTaUYy6UYy6UYy6UYy5Ux2wox1wox+ueK8MZvTqZUvp54B9SSk8fe7wNXA+UwD8A2wdPvWpsE1sHH+8GiIiPAh8FXpFSWng38JTSJuB5w3ED24GLUkrjtzD7DmAW2Dn4/E+A6mSvrbNfqxVcdtlhWi1bvFoUrRaHL7uMqLndmlaniODw4cO1y261epkN5ZgL5ZgL5ZgL5ZgL1TEbyjEXyvG658pwRm+DllL6KuAvgN+JiFcNHkvALwM/DLw7Ir5p8Pg9wAuArRHxrpTSy4A7gH8ELo1BoSml7wfeCPwu/duXfSHwh/RX0VwbER8cjHsm/UbQYWDL4N8/A/wk8OaI+J6ROv8A+JbB9m4HXjTYJsDMiZYmje2vt0Gr4XLApfx5OsJwLDIYkiRJkiRJZxUvbS3y0lbeRNwGLSLeB9wJ/IeU0oMppT8GHqHfqNkH/OeR4d8JHALemVL6DPAu+iteboylHaU3AW8Hvhv41GA7VwK/PmzUDF77E8CNwDOA3cAT9Bs1e4EfHSv1+4AHB9v+NPBBYBq4+VQbNZp8rVbFddftp9VyOaAWVa0W+6+7jsqVNRpRVRX79+93WbmOYzaUYy6UYy6UYy6UYy5Ux2wox1wox+ueK8NyvEnDtwK30n9vmq8CjgK/CFwREfuHgyLiIWAT8CvA3wG/B2yOiL8Z3Vj0fTvwSuAv6a/ceXlE/ND4C0fEO4CrgLcNtvnLwAsj4lNj4w7Sb/i8FrgHeAfwosHXa4VotSquvdaTlpaqWi32X3utzRot4S+/qmM2lGMulGMulGMulGMuVMdsKMdcKMfrnitD+0y/QER8ln4T5LWnMPafgVtOcbtvo9+EOdm43fQbOycbd4R+U+nWU3l9SZIkSZIkSZKk02E5VtZIkiRJkiRJkiSphs0aSZIkSZIkSZKkBtmskSRJkiRJkiRJapDNGkmSJEmSJEmSpAbZrNGqUVUFO3deSFUZey0qqooLd+6kqKqmS9EEKYqCCy+8kKLwfKGlzIZyzIVyzIVyzIVyzIXqmA3lmAvleN1zZUgR0XQNK0ZKqQv0er0e3W636XImSkpNVzBZPOxGGI5FBkOSJEmSJOms4qWtRV7aypudnWV6ehpgOiJm68bZatOq0W5XbNnyMO22Kyi0qGq3eXjLFqp2u+lSNEGqquLhhx+mcsWVxpgN5ZgL5ZgL5ZgL5ZgL1TEbyjEXyvG658pgs0arRgQ88cQaO7xaKoI1Tzxh61/HWbNmTdMlaEKZDeWYC+WYC+WYC+WYC9UxG8oxFxrndc+VwdugnUbeBq2eywGX8rAbYTgWGQxJkiRJkqSzipe2FnlpK8/boEljpqZKtm7dw9RU2XQpmiDl1BR7tm6lnJpquhRNkLIs2bNnD2Xp+UJLmQ3lmAvlmAvlmAvlmAvVMRvKMRfK8brnymCzRqtGSsHMTI+UbPFqUaREb2aG8M8gNCIi6PV6uPpU48yGcsyFcsyFcsyFcsyF6pgN5ZgL5Xjdc2WwWSNJkiRJkiRJktQgmzWSJEmSJEmSJEkNslkjSZIkSZIkSZLUIJs1kiRJkiRJkiRJDbJZI0mSJEmSJEmS1CCbNVo15ucLtm+fYX7e2GtRMT/PzPbtFPPzTZeiCVIUBTMzMxSF5wstZTaUYy6UYy6UYy6UYy5Ux2wox1wox+ueK0OKiKZrWDFSSl2g1+v16Ha7TZczUVJquoLJ4mE3wnAsMhiSJEmSJElnFS9tLfLSVt7s7CzT09MA0xExWzfOVptWjampkptvvp+pqbLpUjRByqkp7r/5ZsqpqaZL0QQpy5L777+fsvR8oaXMhnLMhXLMhXLMhXLMheqYDeWYC+V43XNlsFmjVaMsC+666yLK0thrUVGWXHTXXRT+kqMRRVFw0UUXuaxcxzEbyjEXyjEXyjEXyjEXqmM2lGMulON1z5XB26CdRt4GrZ7LAZfysBthOBYZDEmSJEmSpLOKl7YWeWkrz9ugSWM6nXm2bbuHTsc3ktei+U6He7ZtY77TaboUTZD5+Xnuuece5uc9X2gps6Ecc6Ecc6Ecc6Ecc6E6ZkM55kI5XvdcGWzWaFXpdLzVlY5X2qhRhvf/VR2zoRxzoRxzoRxzoRxzoTpmQznmQjle9zz72ayRJEmSJEmSJElqkM0aSZIkSZIkSZKkBtmskSRJkiRJkiRJapDNGkmSJEmSJEmSpAbZrJEkSZIkSZIkSWpQioima1gxUkpdoNfr9eh2u02XM1FSaroCSClYt+4Ihw+vJaLZgjzsRjQcjkiJI+vWsfbwYVLTE9P062tBRHDkyBHWrl1LmoQTmCaG2VCOuVCOuVCOuVCOuVAds6EcczF5JmEaJuW6p5e28mZnZ5mengaYjojZunGurNGqEQGzsx1PGloqgs7srD9NdJxOp9N0CZpQZkM55kI55kI55kI55kJ1zIZyzIXGed1zZbBZo1Wj0ynZtm0HnU7ZdCmaIGWnw45t2yj9RUcjyrJkx44dlKXnCy1lNpRjLpRjLpRjLpRjLlTHbCjHXCjH654rg7dBO428DVq9SVgOCEGnUzI31wK8DdrEaPo2aPQbNq25uYZTgcGYIBFBWZa0Wi2XlWsJs6Ecc6Ecc6Ecc6Ecc6E6ZkM55mLyTMY0TMZ1Ty9t5XkbNGlMStDtzk3ICVQTIyXmut1J+cmqCTI3N9d0CZpQZkM55kI55kI55kI55kJ1zIZyzIXGed1zZbBZo1Vjaqrk5pt3MTXlckAtKqem2HXzzZRTU02XoglSliW7du1yWbmOYzaUYy6UYy6UYy6UYy5Ux2wox1wox+ueK4PNGkmSJEmSJEmSpAbZrJEkSZIkSZIkSWqQzRpJkiRJkiRJkqQG2ayRJEmSJEmSJElqkM0aSZIkSZIkSZKkBtms0aoyN9dqugRNoNbcXNMlaAK1Wp4vlGc2lGMulGMulGMulGMuVMdsKMdcKMfrnme/FBFN17BipJS6QK/X69HtdpsuZ6Kk1HQFk8XDboThWGQwJEmSJEmSzipe2lrkpa282dlZpqenAaYjYrZunCtrtGoURTAz8zhF4VlDi6IoeHxmhig8HWpRRPD444/jHzRonNlQjrlQjrlQjrlQjrlQHbOhHHOhHK97rgxendSq0WpVXH/9PlqtqulSNEGqVot9119P5RJijaiqin379lFVni+0lNlQjrlQjrlQjrlQjrlQHbOhHHOhHK97rgzeBu008jZo9VwOuJSH3QjDschgSJIkSZIknVW8tLXIS1t53gZNGlMUFZs3H6Ao7DBrUVUUHNi8mcrboGlEVVUcOHDAv1TSccyGcsyFcsyFcsyFcsyF6pgN5ZgL5Xjdc2Xw6qRWjXa7YsuWvbTbnrS0qGq32btlC1W73XQpmiBVVbF3715/+dVxzIZyzIVyzIVyzIVyzIXqmA3lmAvleN1zZbBZI0mSJEmSJEmS1CCbNZIkSZIkSZIkSQ2yWSNJkiRJkiRJktQgmzWSJEmSJEmSJEkNslkjSZIkSZIkSZLUIJs1WjUiEnv3ThORmi5FEyRFML13Lymi6VI0QVJKTE9Pk5LnCy1lNpRjLpRjLpRjLpRjLlTHbCjHXCjH654rQwovUJ42KaUu0Ov1enS73abLmSj+/FjKw26E4VhkMCRJkiRJks4qXtpa5KWtvNnZWaanpwGmI2K2bpwra7RqtFoV1123n1araroUTZCq1WL/dddRtVpNl6IJUlUV+/fvp6o8X2gps6Ecc6Ecc6Ecc6Ecc6E6ZkM55kI5XvdcGWzWaNVICc4776jdbi2VEkfPO88/g9Bxjh492nQJmlBmQznmQjnmQjnmQjnmQnXMhnLMhcZ53XNl8DZop5G3QavniWIpD7sRhmORwZAkSZIkSTqreGlrkZe28rwNmjSm3a7YsuVh2m2XA2pR1W7z8JYtVO1206VoglRVxcMPP+yych3HbCjHXCjHXCjHXCjHXKiO2VCOuVCO1z1XBps1WjWKomLz5oMUhSctLaqKgoObN1MVng61qKoqDh486C+/Oo7ZUI65UI65UI65UI65UB2zoRxzoRyve64MXp2UJEmSJEmSJElqkM0aSZIkSZIkSZKkBtmskSRJkiRJkiRJapDNGkmSJEmSJEmSpAY10qxJKf1MSikyj78ypfRASulISmlHSulFNV9/WUrpzpTSp1JKn0gpvaZm3DkppdenlB5NKX0mpfTulNKzasZ+fUrpwymlJ1NKf59Seunnt5eSJEmSJEmSJEknt+zNmpTSvwJ+LPP4LcDvAl8A/BZQAX+eUvrisXFfAnwQ+Frg3cCfAT873rBJKSXg7cBrgMeA3wauBN6bUuqMjf1W4E7gYuDNwMeBd6WUrv28dlYTpSwLPvCBDZSlC8q0qChLNnzgAxRl2XQpmiBFUbBhwwaKwvOFljIbyjEXyjEXyjEXyjEXqmM2lGMulON1z5UhRRy3wOXMvmBK7wdeDBARafDYxcA/AB8Dro6IT6WUpoB7gMci4utHvv69wPXAN0bEHw0e2wbcCvyriPjHwWMvB34feAfwrRERKaWLgD3A6yLilwbjusDD9BtXV0TEvsHjdwLPjYiNT2HfukCv1+vR7XY/l2/PipVS0xVMlmU+7Cab4VhkMCRJkiRJks4qXtpa5KWtvNnZWaanpwGmI2K2btyyttpSSjfSb9R8bOypVwAd4NaI+BRARBwDfgV4SUpp3eDrn0O/UfP+YaNm4E3AHPDNI4+9Cgjglhh0pAaNmDuAl4+MexlwAfCGYaNm4BeB56WUNn+Ou6sJMzVVsnXrHqamXEGhReXUFHu2bqWcmmq6FE2QsizZs2cPpSuuNMZsKMdcKMdcKMdcKMdcqI7ZUI65UI7XPVeGZWvWpJQuAG4DPkz/dmejvoJ+Y+XOscffR7/G4e3Irhl8fM/ooIh4crDdFw9eKwFfDnwkIh7NbPPylNIXjrz2cdsE/gb47HCbOvuVZWLPnnWUpe1uLUplybo9e0j+kqMRKSXWrVtH8s9jNMZsKMdcKMdcKMdcKMdcqI7ZUI65UI7XPVeG5VxZ86tAF/gP9N+PZtQXAR+PiH8efTAiPg4cBWZGxgHsymz/4ZFxXWDtCcYBPHdkmxWwe+y1S2DfyDZ1lquqgp0711NV3rtRi4qqYv3OnRTV+GlJq1lRFKxfv957AOs4ZkM55kI55kI55kI55kJ1zIZyzIVyvO65MrSX40VSSl8FfBfwcxHxQErphrEhXeBgzZf3gGeNjKNm7FMZx2DsvYOxvYiYO8k2j5NSWgOsGXnoPID5+Xnm5+ePG18UBUVRUA0uChdFQVmW1L1v0HB8WZYURUFKKbvdoVarBfSXQ47+u0673SYiqKqKVqtFVVULtWX2dWHMsLYTjR+tvd/pL5iaKkkpv6/z8y2qKtHpzHPsWIsI6HTqa5+ba5FSf4nf3Fybogja7fz4iMSxYy3WrDnGTTc9wJvfvImqSrRa+dqrqmB+vqDdrojov0HXiWsvqKr+mLIsFvajznD/JnGeTpbJVqu1kMNTqX10zHA/jhvf6fRrj6B17BhVURCtVv/frRbVYBvH1V5VFPPzVO02RFCUJeXUFFHzlyXF/DxFVVFOTVGUJamqmO90qKam2P2KV7DxbW+jOHZssfZjxyCCstOhNTcHKZ3wVmntuTmiKKiGtRdFv7aMhX1ttSClhf2oao7viZinYe0jGYuIk2bybD3vVVXF7t272bRp08JfK50Vx9PAapmn8X0d1nYm56ksSz7ykY+wcePG7P8cOU+TMU8nq/10z9PwnLFx40ba7bbzNKHzlKv9TM7T8Hzxghe8YOHzOs7T6jnvzc/PL5wvRn+OOE+TNU/LfTwNf46Mni+cp/y+DmtbLee9iGDXrl21v3s6T5MxT8t9PI3+7lkUhfM0AfMEi9cp6wyvX7ZaFceOtSiKinY7X/vwWmarVZESC9cpiyI/viwLiiJ41at28Za3PJ+jR6cauw5blpM7T02e905U45LXP6VRn4dBQ+O3gAeBn6sZNg8cqXluDnjayDhqxj6VcYyNPZXXzvkJ4LXjD953332ce+65xw2+8MILueSSS3jkkUdYs2YNGzZs4KGHHqLX6x03FmBmZob169fzwAMPcNFFF3H++edz33331QZq06ZNdDodduzYwVVXXcXc3By7duUWF/WDevXVV9Pr9di3bx+XX345hw4dYu/evdnx09PTXHbZZTz22GMcPXp0YT8OHsz32DZs2LCwf+vWrQPWc9NND3DBBflv9R13XMrevefz6lffx1vfupHZ2Q7btu3IjgW47bar6HbnuPHG3dx229VcfHGPrVsfzI49dGgtt99+OS94wSGe//zDpBRcc80nuPba/dnxO3deyPbtl/CSlzzCE0+s4e67N3DDDQ8xM5Ofp+3bZ9i5s79/d9110cJ+1J3kbr99E2U5mfM0zNuRI/l5uvTSSxdyuHHjxoW81Rnu3+7duxf248EHx+Zp2zYA1h46xOW3386hTZs4fNllXHbHHTx2zTXsv/bazJbhwp07uWT7dh55yUtY88QTbLj7bh664QZ6M/nFcDPbt7N+504euOkmLrrrLs7fu5f7Xv1q5s85h8cvuYTPXnABaeRkuun22+nMzrJj2zauuu025rpddt18c3bbrbk5rr7tNnoXX8y+669f2I+9W7Zkx0/v3buwf0fPO29hPw7WfC8nYp4G1q5du5DDw4cPL+Rt//788XS2nvcigieffJKI4BOf+MTZczwNrJZ5guU/77VaLf7pn/6Jz372s9nbDjhPkzFPy308RQSPP/44n/3sZ1m/fr3zNKHzNGo5jqfh+eJ5z3ue8zQwifO03MfTgQMHFs4Xoz9HnKfJmqflPp6GP0eG5wvnaalJmaeh5TyenvGMZ3D48GH+7u/+Lvu7p/M0GfO03MfT6O+e7XbbeZqAeep0+tcpb745fzzNzbUWrl9ef/0+br/9cjZtOsSWLfl52rt3mjvuuIxrrnmM8847unCdcvPm/Dx94AMb+NCHnsHzn3+YF7zgEDt2PLOx67APPDC589Tkee/JJ5/MbmNcqutSnS4ppVuBnwKujYi/Hjz2OuC1EZEGn98LRERcmfn6fwLujIhXpZR+AHgDsCkiPjI27heAWyKinVLq0l8V86sR8SNj4y4F9gDfFRG/l1J6J/CVEbEu89ofAj4dEV9Ts2+5lTX7Dx8+TLfbPW78aukUjtfe/9rmV9acc84ct9zyd/zSL11NWRY0ubKmLCdznhr5C4lBY7OplTVlp8O9P/RDXPFrv9ZfQTOsvYmVNTW/7EzEPA1rn+C/ZDmdx1NZltx7771cffXVC3/BdlYcTwOrZZ7G93VY25mcp/n5eXbs2MEVV1yxsC91++o85fd1WNtKOp6G54wrrriCqakp52lC5ylX+5mcp+H54qqrrqLdbjtPTOY8DWtfruPp2LFjC+eL0Z8jztNkzdNyH0/DnyOj5wvnKb+vw9pWy3mvqiruueee2t89nafJmKflPp5Gf/dstVrO0wTM09RU8ytrWq2KH/3Re/jlX76Sz36209h12M98ZnLnqcnz3uzs7GBBA9MRMVv7+rWVnQaDxsiPAb81bNTUeAx4UebrW8DTgcdHxgFcDHxkbPj64biImE0pfXowbtz6wcfRbT49pdTNfKPWA/m2X/91jtJ/T51hvUB/Uts1F2mBhQt/QPaH7bjRMSfabm7MycYPQzWsa7S2nNHnT2X8aO3Hjp18X+fm2tl/50QsjqmqdNLxVVUw6A9SlgVleeLa5+cXnz+V2kfHnKyWlCZ3nk4lk0+l9tExKaXjx88tvQNhUVUwPMmVJcUJTqDQb8IMtUZuY1ZndEx78NqpqmjNzS18vqT24WMR2edHpaqiNay9qihOMn5034r5eYqTfC8bnacxTzVjZ+N5b3hOP6uOpzGrYZ6GlmueUkoLtZ1oH5ynvJV8PA2/F8PHnad6q+W8NzxfDP9znhZN0jyNjznT8zS8iFX3c8R5qrfSz3u584XztNQkzFNu/Jmcp6qqTul3T+fp5ONX2vE0ngvn6dTGn8l5Gr1OWaeqElXVGvy7YG7uxLWPXrvsX6esH99qVUQkhu9Z09R12OG3b1Ln6VTGn4nj6VRqhDN/G7TXAx1gPqU0egu06wBGHrsf2JJSujgiHh0Z90JgCvjkyDiAK4H3jL3Wl46MA9g1GDfuSwcfx7d5BfCXw0EppQuA5wJ/kt81SZIkSZIkSZKkz9+J20Kfv+GtxX4A+MmR/4ZvQjH8fPvg81eNff3Wwce7ASLio8BHgVeklDrDQSmlTcDzhuMGtgMXpZTGb2H2HcAssHPw+Z8A1cleW5IkSZIkSZIk6Ux4ys2awa3NTklEvDgi0vh/wM8Mnh8+9jfADuCWlNI3DV7nZcD3AQ8BHx7Z7Bvor3i5PaX0tJTSs4G3AAn4/ZFxbwWeAP57Sul5KaXWYCXPlcDbI+LYoIb9wDuBl6eU/mNKqUgpXQO8FjiMK2skSZIkSZIkSdIZlOrerGfJoJTOBX4PuAT4CeC7gT3A+yPi/U/5RVN6HfDaGL6BSP+xLwHeBzwbOAKsBT4DXD9o5gzHJeB/A98GzAGtwX+/HhE/NPY63zKo+5yRbe4FroqIT42MuxD4K+CykXHzwHdExDuewn51gV6v16Pb7Z7ql60KNe/5vqyKIrj44h6PPjpNVTVb0CkcdqtHw+GIoqB38cVMP/ooqeYNw5avGIMxKSKCXq/H9PT0wnvXSGA2lGculGMulGMulGMuVMdsKMdcTJ5JmIZJue7ppa282dlZpqenAaYjYrZu3Kk2a55G/7Zg/57+KpYbI+KrUko/HBG/+lSLyzVrBo8/HXgN8GXAo8Ctg1uf5bbxCuA7B5/+bkTcUTNuI/CjwAzwIeBnc9+QlNJaYBvw1cBB4BciYsdT3C+bNTUm4aQ1STxxjTAciwyGJEmSJEnSWcVLW4u8tJV3qs2aU70N2k+MjP9KYENK6cLPpVEDEBGvG2/UDB7/54i4JSKujYjvqmvUDMa+LSJeMvgv26gZjNsdEa8cbHNb3TcjIo5ExK0R8ZURccNTbdRo8nU682zbdg+dznzTpWiCzHc63LNtG/OdzskHa9WYn5/nnnvuYX7e84WWMhvKMRfKMRfKMRfKMReqYzaUYy6U43XPleGp3AbtO+ivZHkD8A/AK4E/jogPnNEKzyKurKk3CR3mlIJ1645w+PBaMr3CZWWXeUTTt0FLiSPr1rH28GFS0xPT9OtrQURw5MgR1q5d67JyLWE2lGMulGMulGMulGMuVMdsKMdcTJ5JmIZJue7ppa28U11Z0z7F7VXAv6X/3i/fCOwG7gKOfp51SssmAmZnO540tFQEndlZf5roOB1XW6mG2VCOuVCOuVCOuVCOuVAds6Ecc6FxXvdcGU71Nmhb6K+suSYibgLWAS3gxWeoLum063RKtm3bQadTNl2KJkjZ6bBj2zZKf9HRiLIs2bFjB2Xp+UJLmQ3lmAvlmAvlmAvlmAvVMRvKMRfK8brnynCqzZrvp/++NXtTSt8BXAU8E7jnTBUmSZIkSZIkSZK0GpzqbdCg35w5Qn9FDcAHI2Lv6S9JkiRJkiRJkiRp9TjVlTUA+4AngKDfsPnelNJrzkhVkiRJkiRJkiRJq8RTWVlzFXDB4N8l8OvA+tNdkCRJkiRJkiRJ0mpyqitrErCDfpNmavD5NwNrz1BdkiRJkiRJkiRJq8Kprqx5G/Bu4Pci4rGU0hdHxBtTSl925kqTJEmSJEmSJEla+VJENF3DipFS6gK9Xq9Ht9ttupyJklLTFQAEnU7J3FyL/uKwBivxsFvUcDgCKDsdWnNzDacCgzFBIoKyLGm1WqTJOIFpQpgN5ZgL5ZgL5ZgL5ZgL1TEbyjEXk2cypmEyrnt6aStvdnaW6elpgOmImK0bd6q3QZPOeilBtzs3ISdQTYyUmOt2J+UnqybI3Nxc0yVoQpkN5ZgL5ZgL5ZgL5ZgL1TEbyjEXGud1z5XBZo1Wjampkhtv3M3UVNl0KZog5dQUu2+8kXJqqulSNEHKsmT37t2UpecLLWU2lGMulGMulGMulGMuVMdsKMdcKMfrniuDt0E7jbwNWj27ukt52I0wHIsMhiRJkiRJ0lnFS1uLvLSV523QpDFFEczMPE5ReNbQoigKHp+ZIQpPh1oUETz++OP4Bw0aZzaUYy6UYy6UYy6UYy5Ux2wox1wox+ueK4NXJ7VqtNslW7c+SLvtckAtKtttHty6lbLdbroUTZCyLHnwwQddVq7jmA3lmAvlmAvlmAvlmAvVMRvKMRfK8brnymCzRpIkSZIkSZIkqUE2ayRJkiRJkiRJkhpks0aSJEmSJEmSJKlBNmskSZIkSZIkSZIaZLNGkiRJkiRJkiSpQTZrtGpEJA4dWktEaroUTZAUwdpDh0gRTZeiCZJSYu3ataTk+UJLmQ3lmAvlmAvlmAvlmAvVMRvKMRfK8brnypDCC5SnTUqpC/R6vR7dbrfpciaKPz+W8rAbYTgWGQxJkiRJkqSzipe2FnlpK292dpbp6WmA6YiYrRvnyhqtGkVRsXnzAYqiaroUTZCqKDiweTNV4elQi6qq4sCBA1SV5wstZTaUYy6UYy6UYy6UYy5Ux2wox1wox+ueK4NXJ7VqtFrBZZcdptWyxatF0Wpx+LLLiFar6VI0QSKCw4cP4+pTjTMbyjEXyjEXyjEXyjEXqmM2lGMulON1z5XB26CdRt4GrZ7LAZfysBthOBYZDEmSJEmSpLOKl7YWeWkrz9ugSWNarYrrrttPq+VyQC2qWi32X3cdlStrNKKqKvbv3++ych3HbCjHXCjHXCjHXCjHXKiO2VCOuVCO1z1XBps1WjVarYprr/WkpaWqVov9115rs0ZL+Muv6pgN5ZgL5ZgL5ZgL5ZgL1TEbyjEXyvG658pgs0aSJEmSJEmSJKlBNmskSZIkSZIkSZIaZLNGkiRJkiRJkiSpQTZrJEmSJEmSJEmSGmSzRpIkSZIkSZIkqUE2a7RqVFXBzp0XUlXGXouKquLCnTspqqrpUjRBiqLgwgsvpCg8X2gps6Ecc6Ecc6Ecc6Ecc6E6ZkM55kI5XvdcGVJENF3DipFS6gK9Xq9Ht9ttupyJklLTFUwWD7sRhmORwZAkSZIkSTqreGlrkZe28mZnZ5mengaYjojZunG22rRqtNsVW7Y8TLvtCgotqtptHt6yhardbroUTZCqqnj44YepXHGlMWZDOeZCOeZCOeZCOeZCdcyGcsyFcrzuuTLYrNGqEQFPPLHGDq+WimDNE0/Y+tdx1qxZ03QJmlBmQznmQjnmQjnmQjnmQnXMhnLMhcZ53XNl8DZop5G3QavncsClPOxGGI5FBkOSJEmSJOms4qWtRV7ayvM2aNKYqamSrVv3MDVVNl2KJkg5NcWerVspp6aaLkUTpCxL9uzZQ1l6vtBSZkM55kI55kI55kI55kJ1zIZyzIVyvO65Mtis0aqRUjAz0yMlW7xaFCnRm5kh/DMIjYgIer0erj7VOLOhHHOhHHOhHHOhHHOhOmZDOeZCOV73XBls1kiSJEmSJEmSJDXIZo0kSZIkSZIkSVKDbNZIkiRJkiRJkiQ1yGaNJEmSJEmSJElSg2zWSJIkSZIkSZIkNchmjVaN+fmC7dtnmJ839lpUzM8zs307xfx806VoghRFwczMDEXh+UJLmQ3lmAvlmAvlmAvlmAvVMRvKMRfK8brnypAioukaVoyUUhfo9Xo9ut1u0+VMlJSarmCyeNiNMByLDIYkSZIkSdJZxUtbi7y0lTc7O8v09DTAdETM1o2z1aZVY2qq5Oab72dqqmy6FE2QcmqK+2++mXJqqulSNEHKsuT++++nLD1faCmzoRxzoRxzoRxzoRxzoTpmQznmQjle91wZbNZo1SjLgrvuuoiyNPZaVJQlF911F4W/5GhEURRcdNFFLivXccyGcsyFcsyFcsyFcsyF6pgN5ZgL5Xjdc2XwNminkbdBq+dywKU87EYYjkUGQ5IkSZIk6azipa1FXtrK8zZo0phOZ55t2+6h0/GN5LVovtPhnm3bmO90mi5FE2R+fp577rmH+XnPF1rKbCjHXCjHXCjHXCjHXKiO2VCOuVCO1z1XBps1WlU6HW91peOVNmqU4f1/VcdsKMdcKMdcKMdcKMdcqI7ZUI65UI7XPc9+NmskSZIkSZIkSZIaZLNGkiRJkiRJkiSpQTZrJEmSJEmSJEmSGmSzRpIkSZIkSZIkqUE2ayRJkiRJkiRJkhqUIqLpGlaMlFIX6PV6PbrdbtPlTJSUmq4AUgrWrTvC4cNriWi2IA+7EQ2HI1LiyLp1rD18mNT0xDT9+loQERw5coS1a9eSJuEEpolhNpRjLpRjLpRjLpRjLlTHbCjHXEyeSZiGSbnu6aWtvNnZWaanpwGmI2K2bpwra7RqRMDsbMeThpaKoDM7608THafT6TRdgiaU2VCOuVCOuVCOuVCOuVAds6Ecc6FxXvdcGWzWaNXodEq2bdtBp1M2XYomSNnpsGPbNkp/0dGIsizZsWMHZen5QkuZDeWYC+WYC+WYC+WYC9UxG8oxF8rxuufK4G3QTiNvg1ZvEpYDQtDplMzNtQBvgzYxmr4NGv2GTWturuFUYDAmSERQliWtVstl5VrCbCjHXCjHXCjHXCjHXKiO2VCOuZg8kzENk3Hd00tbed4GTRqTEnS7cxNyAtXESIm5bndSfrJqgszNzTVdgiaU2VCOuVCOuVCOuVCOuVAds6Ecc6FxXvdcGWzWaNWYmiq5+eZdTE25HFCLyqkpdt18M+XUVNOlaIKUZcmuXbtcVq7jmA3lmAvlmAvlmAvlmAvVMRvKMRfK8brnyrBszZqU0vUppTeklN6SUvrRlNIzMmNemVJ6IKV0JKW0I6X0opptXZZSujOl9KmU0idSSq+pGXdOSun1KaVHU0qfSSm9O6X0rJqxX59S+nBK6cmU0t+nlF76+e2xJEmSJEmSJEnSyS1Lsyal9AbgvcB3Av8G+EVgV0pp48iYW4DfBb4A+C2gAv48pfTFY9v6EuCDwNcC7wb+DPjZ8YZN6t+08e3Aa4DHgN8GrgTem1LqjI39VuBO4GLgzcDHgXellK79vHdekiRJkiRJkiTpBM54syal9C3ADwCvBS6MiOcC3wh8IfBLgzEXA68HHgZeGBE/DFwDfBR4w9gm3wg8HbghIm6MiO8Gfhz46ZTSvxgZtxV4KfAO4JrBNv81MAP84Eh9XeBNwKeAqyPi1RFxPfCn9Bs8kiRJkiRJkiRJZ8xyrKz5SeCeiLg1IgIgIv4I2EG/eQLwCqAD3BoRnxqMOQb8CvCSlNI6gJTSc4DrgfcPtjH0JmAO+OaRx14FBHDLyOvuA+4AXj4y7mXABcAbBs8P/SLwvJTS5s9r7yVJkiRJkiRJkk5gOZo1rwD+febxKeDJwb+/gn5j5c6xMe+jX+PwdmTXDD6+Z3RQRDwJfBh4MSzcAu3LgY9ExKOZbV6eUvrCkdc+bpvA3wCfHW5TkiRJkiRJkiTpTDjjzZqIeCAiHhp9LKX0lcAVwB8PHvoi4OMR8c9jX/tx4Cj9W5cNxwHsyrzUwyPjusDaE4wDeO7INitg99hrl8C+kW1qBZibazVdgiZQa26u6RI0gVotzxfKMxvKMRfKMRfKMRfKMReqYzaUYy6U43XPs18a3CFseV4spa8Dvg64GXgQ+DcR8c8ppYeBXkRckfmaTwL/MyJuSSn9NHArcHlE7Bob94vAf4iICwa3S/tH4NcG71UzOu4y4O+Bl0bEnSmlv6D/PjlPz7z2/wd8LCJuqNmfNcCakYfOA/YfPnyYbrd73PiiKCiKgqqqFj4vy5K6ORiOL8uSoihIKTE/P58dC4sn6rIsl/y7TrvdJiKoqopWq0VVVQu1ZfZ1YcywthONH629/7UFU1MlKeX3dX6+RVUlOp15jh1rEQGdTn3tc3MtUoKpqZK5uTZFEbTb+fERiWPHWhRFRasVHDvWotWqaLXytVdVwfx8QbtdEQFlebLaC6qqP6Ysi4X9qHPsWIuynMx5OlkmW63WQg5PpfbRMcP9OG78uef2a4+gdewYVVEQrVb/360WVc0vIEVVUczPU7XbEEFRlpRTU0RK+fHz8xRVRTk1RVGWpKpivtOpr/3YMYig7HT6zZyUKKemase35+aIoqAa1l4U/doyFva11YKUFvajOnIkX/skzNOw9pGMRcRJM7maz3vOU7525ylfu/NUX7vzVF+785Sv3Xmqr915qq/decrX7jzV1+481dfuPOVrd57qa3ee6mt3nvK1T9o8TU0tXqesM7x+2WpVC9cp2+187cNrma1WRUosXKcsivz4siwWrl+WZVq4TtnEddjPfGZy56nJ42l2dpZ169YBTEfEbO3r11Z2Zvwy8LzBv/8n8KnBv+eB/FXK/nvRPG1kHDVjn8o4xsaeymvn/ATw2vEH77vvPs4dXIAedeGFF3LJJZfwyCOPsGbNGjZs2MBDDz1Er9fLbnxmZob169fzwAMPcNFFF3H++edz33331QZq06ZNdDodduzYwVVXXcXc3By7duUWF/WDevXVV9Pr9di3bx+XX345hw4dYu/evdnx09PTXHbZZTz22GMcPXp0YT8OHjyYHb9hw4aF/esHcT033fQAF1yQ/1bfccel7N17Pq9+9X289a0bmZ3tsG3bjuxYgNtuu4pud44bb9zNbbddzcUX99i69cHs2EOH1nL77Zdz+eUHedGLHuO3f3sz11zzGNdeuz87fufOC9m+/RJe8pJHeOKJNdx99wZuuOEhZmby87R9+ww7d/b37667LlrYj7qT3O23b6IsJ3Oehnk7UtM0uPTSSxdyuHHjxoW81Rnu3+7duxf248EHx+Zp2zYA1h46xOW3386hTZs4fNllXHbHHTx2zTXsv/bazJbhwp07uWT7dh55yUtY88QTbLj7bh664QZ6M/nFcDPbt7N+504euOkmLrrrLs7fu5f7Xv1qyk6HY097GlOf+cyS8Ztuv53O7Cw7tm3jqttuY67bZdfNN2e33Zqb4+rbbqN38cXsu/76hf3Yu2VLdvz03r0L+3f0vPMW9uNgzfdyIuZpYO3atQs5PHz48ELe9u/PH09n83lvzZo1bN68+ew6ngZW0zwt93lvamqKD33oQ0zVNG+dp8mYpyaOp2PHjjE1NeU8Tfg8DS3HPA3PF1/+5V/OsWPHnCcmc56aOJ6G54tRztPkzVPOmZynY8eOLZwvnKelJmmeYHmPp2c/+9ns2rWLo0ePZsc7T5MxT00cT8OfJc7TZMxTp9O/TnnzzfnjaW6utXD98vrr93H77ZezadMhtmzJz9PevdPcccdlXHPNY5x33tGF65SbN+fn6QMf2MAHP/hsvud7dvG3f/ss7rvvixq7DvvAA5M7T02e95588snMFo633CtrCuAq4PXA1wCvjYhbU0r3AhERV2a+5p+AOyPiVSmlHwDeAGyKiI+MjfsF4JaIaKeUukAP+NWI+JGxcZcCe4DviojfSym9E/jKiFiXee0PAZ+OiK+p2R9X1pxi530SVtasWXOMm256gDe/eRNVlXBlzYT8hUTDK2uqqSl2v+IVbHzb2yiOHVus3ZU1+don+C9ZTufxVFUVu3fvZtOmTaRBps6K42lgtczT+L4OazuT81SWJR/5yEfYuHEjRXH83WSdp8mYp5PVfrrnaXjO2LhxI+1223ma0HnK1X4m52l4vnjBC16w8Hkd52n1nPfm5+cXzhejP0ecp8map+U+noY/R0bPF85Tfl+Hta2W815EsGvXrtrfPZ2nyZin5T6eRn/3LIrCeZqAeZqElTVFEbzqVbt4y1uez9GjU66sGZiU896prqxZ1mbNwov2mxy7gGfRf8+YtwMvGm+YpJRa9Fe9/Eb0b4N2A/AHwDdExHvGxr5l8PgFg8+fAN4bEd8yNu464K9YvA3aG4HvJ/ONSintBe6NmtugZfarC/R6vV62WbOa1Vw/X7UaOOwml+FYZDAkSZIkSZLOKl7aWuSlrbzZ2Vmmp6fhJM2a49vyZ0BKSyMbEUeB9wNfQL9hcz/w9JTSxWNf+kJgCvjk4PP7Bx+PW4EDfOnIOOg3g+rGkdnmkvfLSSldADx3bJs6ixVFxebNB2q70FqdqqLgwObNVJm/UtLqVVUVBw4cqP3rCa1eZkM55kI55kI55kI55kJ1zIZyzIVyvO65MpzRq5MppS9MKX0C+MnM0+cPPj4JbB/8+1VjY7YOPt4NEBEfBT4KvCKltPDO4CmlTfTfC+fuka/dDlyUUhq/hdl3ALPAzsHnfwJUJ3ttnf3a7YotW/bWLjHU6lS12+zdsqX2lmVanaqqYu/evf7yq+OYDeWYC+WYC+WYC+WYC9UxG8oxF8rxuufKcEabNRHxKeBjwI+mlF4wfDyl9CXANwIfiYhPRMTfADuAW1JK3zQY8zLg+4CHgA+PbPYN9Fe83J5SelpK6dnAW4AE/P7IuLcCTwD/PaX0vJRSK6X0c/RX27w9Io4NatwPvBN4eUrpP6aUipTSNcBrgcP0mzmSJEmSJEmSJElnxHL8Kfn3Ax8A/r+U0v9L/z1obgAC+N6Rcd8JvA94Z0rpCLAW+AxwYyx9Y503AdcB3w28HGgN/vv1iPjgcFBEfCKldCPwe8DuweuuBfYCPzpW4/cBGwfb/pXBuHngO050DzlJkiRJkiRJkqTP1xlv1kTEPSmlrwB+DtgCHAP+AvjJwW3NhuMeGtzO7DXAlwGPAreOjhmMC+DbU0rb6Td4AH43Iu7IvPY7UkoP0m/OzAAfAn52vAETEQdTSlcC24CvBg4CvxAROz7vb4AkSZIkSZIkSdIJLMubNETEvcDXn8K4fwZuOcVtvg142ymM2w288hTGHQFuHfwnSZIkSZIkSZK0LM7oe9ZIkiRJkiRJkiTpxGzWaNWISOzdO01EaroUTZAUwfTevaQlb42l1S6lxPT0NCl5vtBSZkM55kI55kI55kI55kJ1zIZyzIVyvO65MqTwAuVpk1LqAr1er0e32226nIniz4+lPOxGGI5FBkOSJEmSJOms4qWtRV7aypudnWV6ehpgOiJm68a5skb/P3t3HidXVeZ//PPUlgRMdzQsLlFiGBXUgYjghmAcB1HjLuMYdxg1M46KC62j428QHTdwwxmXuAyuE/dRx+goLhlwYSQDAYlRHCJoRIUE6I6kk+q69/n9ce7tulV9qpfQya10f9+vV7+6u+rUrVN1n7ud55xz541qNeXUU7dTraZlV0X6SFqtsv3UU0mr1bKrIn0kTVO2b99Ommp/IZ0UGxKjuJAYxYXEKC4kRnEhvSg2JEZxITFq95wblKyRecMMFi/eq2y3dDJj7+LF6gYhE+zdu7fsKkifUmxIjOJCYhQXEqO4kBjFhfSi2JAYxYV0U7vn3KBp0GaRpkHrTTuKTtrsChQcbQoMEREREREREZGDipq22tS0Fadp0ES61Gopq1dfR62m4YDSltZqXLd6NWmtVnZVpI+kacp1112nYeUygWJDYhQXEqO4kBjFhcQoLqQXxYbEKC4kRu2ec4OSNTJvVCopK1feTKWinZa0pZUKN69cSVrR7lDa0jTl5ptv1smvTKDYkBjFhcQoLiRGcSExigvpRbEhMYoLiVG759yg1kkREREREREREREREZESKVkjIiIiIiIiIiIiIiJSIiVrRERERERERERERERESqRkjYiIiIiIiIiIiIiISImUrBERERERERERERERESmRkjUybyRJhUsvXUaSKOylrZIkLLv0UipJUnZVpI9UKhWWLVtGpaL9hXRSbEiM4kJiFBcSo7iQGMWF9KLYkBjFhcSo3XNuMHcvuw5zhpkNAMPDw8MMDAyUXZ2+YlZ2DfqLNrsCBUebAkNERERERERE5KCipq02NW3FjYyMMDg4CDDo7iO9yinVJvNGvZ6wZs1W6nWNoJC2pF5n65o1JPV62VWRPpIkCVu3biXRiCvpotiQGMWFxCguJEZxITGKC+lFsSExiguJUbvn3KBkjcwbSWJs3bqUJFG6W9osSVi6dSumkxwpMDOWLl2KqXuMdFFsSIziQmIUFxKjuJAYxYX0otiQGMWFxKjdc27QNGizSNOg9abjRydtdgUKjjYFhoiIiIiIiIjIQUVNW21q2orTNGgiXer1hLVrr9JwQOmQ1OtctXatpkGTDkmScNVVV2lYuUyg2JAYxYXEKC4kRnEhMYoL6UWxITGKC4lRu+fcoGSNzBtmzmGHjWKmFK+0uRmjhx2GqxuEFLg7o6OjaPSpdFNsSIziQmIUFxKjuJAYxYX0otiQGMWFxKjdc25QskZERERERERERERERKREStaIiIiIiIiIiIiIiIiUSMkaERERERERERERERGREilZIyIiIiIiIiIiIiIiUiIla0REREREREREREREREpk7l52HeYMMxsAhoeHhxkYGCi7On3FrOwaQKXiLF8+zPXXD5Km5VZIm11BycHhlQrDy5czeP31WJqWWhcFRv9wd4aHhxkcHMT6YQcmfUOxITGKC4lRXEiM4kJiFBfSi2JDYhQX/acfVkO/tHuqaStuZGSEwcFBgEF3H+lVTsmaWaRkTW/9sNPqJ9rsChQcbQoMEREREREREZGDipq22tS0FTfdZI2mQZN5o9FoMTR0OY1Gq+yqSB9pNRpcPjREq9EouyrSR1qtFpdffjmtlvYX0kmxITGKC4lRXEiM4kJiFBfSi2JDYhQXEqN2z7lBI2tmkUbW9NYPGWYzZ+nSUXbuXIS7pkHrG2VPg2bG6NKlLNq5Eyt7xZT9/jLO3RkdHWXRokUaVi4dFBsSo7iQGMWFxCguJEZxIb0oNiRGcdF/+mE19Eu7p5q24jSyRqSLO4yMNLTTkE7uNEZGdDSRCRoabSU9KDYkRnEhMYoLiVFcSIziQnpRbEiM4kK6qd1zblCyRuaNRiNhaGgTjUZSdlWkjySNBpuGhkh0oiMFSZKwadMmkkT7C+mk2JAYxYXEKC4kRnEhMYoL6UWxITGKC4lRu+fcoGSNiIiIiIiIiIiIiIhIiZSsERERERERERERERERKZGSNSIiIiIiIiIiIiIiIiVSskZERERERERERERERKREStaIiIiIiIiIiIiIiIiUSMkaERERERERERERERGREpm7l12HOcPMBoDh4eFhBgYGyq5OXzEruwYATqOR0GxWgXIrpM2uoOTgcCBpNKg2myVHBQqMPuLuJElCtVrF+mMHJn1CsSExiguJUVxIjOJCYhQX0otiQ2IUF/2nP1ZDf7R7qmkrbmRkhMHBQYBBdx/pVU4ja2TeMIOBgWaf7EClb5jRHBjolyOr9JFms1l2FaRPKTYkRnEhMYoLiVFcSIziQnpRbEiM4kK6qd1zblCyRuaNej3hzDO3UK8nZVdF+khSr7PlzDNJ6vWyqyJ9JEkStmzZQpJofyGdFBsSo7iQGMWFxCguJEZxIb0oNiRGcSExavecGzQN2izSNGi9KavbSZtdgYKjTYEhIiIiIiIiInJQUdNWm5q24jQNmkiXSsVZseI2KhXtNaTNKxVuW7ECr2h3KG3uzm233YY6NEg3xYbEKC4kRnEhMYoLiVFcSC+KDYlRXEiM2j3nBrVOyrxRqyWsWfMLajUNB5S2pFbjF2vWkNRqZVdF+kiSJPziF7/QsHKZQLEhMYoLiVFcSIziQmIUF9KLYkNiFBcSo3bPuUHJGhERERERERERERERkRIpWSMiIiIiIiIiIiIiIlIiJWtERERERERERERERERKpGSNiIiIiIiIiIiIiIhIiZSsERERERERERERERERKZGSNTJvuBs7dizC3cquivQRc2fRjh2Ye9lVkT5iZixatAgz7S+kk2JDYhQXEqO4kBjFhcQoLqQXxYbEKC4kRu2ec4O5GihnjZkNAMPDw8MMDAyUXZ2+ouNHJ212BQqONgWGiIiIiIiIiMhBRU1bbWraihsZGWFwcBBg0N1HepXTyBqZNyqVlJUrb6JSScuuivSRtFLhppUrSSvaHUpbmqbcdNNNpKn2F9JJsSExiguJUVxIjOJCYhQX0otiQ2IUFxKjds+5oVZ2BUQOlGrVOfbYnWzZshQdzyTn1So7jz2WpVu2oMDoH3Zeud1S6lbnjCPP4Et//BJjPlZqXfxcdUvpJ+7Ozp07Wbp0adlVkT6iuJAYxYXEKC4kRnEhvSg2JEZxITFq95wbNA3aLNI0aL1pOGAnbXYFCo42Bca4spM1/UTJGhEREREREZH+paatNjVtxWkaNJEu1WrKqadup1pVelna0mqV7aeeSlqtll0V6SNVqpy65FSqKC6kU5qmbN++XVMOSAfFhcQoLiRGcSExigvpRbEhMYoLiVG759ygZI3MG9VqyimnaKclndJqle2nnKJkjXSoWpVT7nwKVVNcSCddGEmM4kJiFBcSo7iQGMWF9KLYkBjFhcSo3XNuULJGRERERERERERERESkRErWiIiIiIiIiIiIiIiIlEjJGhERERERERERERERkRIpWSMiIiIiIiIiIiIiIlIiJWtERERERERERERERERKpGSNzBtpWmHz5sNJU4W9tFXSlMM3b6aSpmVXRfpISsrmXZtJUVxIp0qlwuGHH06lomOJtCkuJEZxITGKC4lRXEgvig2JUVxIjNo95wZz97LrMGeY2QAwPDw8zMDAQNnV6StmZdegv2izK1BwtCkwxtl5ioucn6u4EBEREREREelXatpqU9NW3MjICIODgwCD7j7Sq9wBSbWZ2fFm9h0zGzGzvWZ2rZk9K1LuBWZ2jZmNmtkmM3t4j+Uda2bfMLNbzez3ZvaGHuUWmtlbzex6M9ttZl81s7v3KPsEM/upmd1uZj83syfdsU8t/aZWS1m9+jpqNfWUl7a0VuO61atJa7WyqyJ9pGY1Vh+2mpopLqRTmqZcd911pBqNJwWKC4lRXEiM4kJiFBfSi2JDYhQXEqN2z7lhvydrzGwl8GPgNODnwA+Bo4H1ZvaMQrlzgE8AdwI+BKTAd83sPl3Lu2+2jMcCXwW+DbylO2FjZgZ8AXgDcCPwYeDBwHfMrNFV9q+AbwDLgY8BvwP+w8xOuYMfX/qIO+zatUAZXunkzoJdu5T6lw7uzq7WLjT6VGIWLFhQdhWkDykuJEZxITGKC4lRXEgvig2JUVxIN7V7zg37fRo0M/sRcDzwFHf/XvbYacB3gKvd/XgzWw78EvgtcJK732pmdeBy4EZ3f0Jhed8hJH6e4u5fzx4bAt4M3M/df5M99mzgs8CXgb9ydzezo4CtwJvc/fys3ABwHSFxdYK735A9/g3g3u7+gBl8Vk2D1oOGA3bSjrNAwdGmwBinadDaNA2aiIiIiIiISP9S01abmrbi+mIaNDM7BngI8MY8UQPg7hcDW4DjzKwKPB9oAG9291uzMmPAu4HTzWxptrx7EhI1P8gTNZkPAk3g6YXHXgQ4cI5nGaksEbMeeHah3FOBw4AL80RN5p3A/bORQTIH1OsJa9ZspV5Pyq6K9JGkXmfrmjUk9XrZVZE+Urc6a+66hropLqRTkiRs3bqVJNGxRNoUFxKjuJAYxYXEKC6kF8WGxCguJEbtnnPDfk3WuPsvCNOafSDydB1oZX8/gpBY+UZXme8T6phPR3Zy9vs/u97nduCnwCoYnwLtYcDP3P36yDKPN7M7F957wjIJU7ftyZcpBz8zZ8WKYcyU4pU2N2N4xQpc3SCkwDBWLFqBobiQTu7O8PCwpsiTDooLiVFcSIziQmIUF9KLYkNiFBcSo3bPuWG/37PG3fdmo2TGmdm9gfsCl7t7AhwJ/M7db+l67e+AvcCK7KEjs99XR97qukK5AWDRJOUA7l1YZkoY6VN87wS4obBMERERERERERERERGRWVcr6X1fl/3+UPZ7ALi5R9lh4O6FcvQoO5NyZGWvyMoOu3tzimVOYGYLgOIdvRYDtFotWq3WhPKVSoVKpUKapuP/J0nSMxOel0+ShEqlgplFl5urVqtAGA5Z/LuXWq2Gu5OmKdVqlTRNx+sW+azjZfK6TVa+WPcw0KlCvZ70zO62WlXS1Gg0WoyNVXGHRqN33ZvNKmZhiF+zWaNScWq1eHl3Y2ysSqWSjr9/tZpSrcbrnqYVWq0KtVqKOyTJVHWvkKahTJJUxj9HL/nn68f1NFVMVqvV8TicTt2LZfLPMaF8oxHq7k51bIy0UsGr1fB3tUqaLWNC3dOUSqtFWquBO5UkIanXe46QqbRaVNKUpF6nkiRYmtJqNEgaDbxSIcnqMV73sTFwJ2k0qDabYDbpVGm1ZhOvVEjzulcqoW4R45+1WgWz8c+R9ti++2I95XUvxJi7TxmT+7rfq1udxBNSUhrWiJYFGPMxHKdhDZrexLBJpy5repMKFapWZczHqFChZhPXU8Ma46NqqmTfp7eoWY1Kj34OiSckJB11r1u95+iclrfGP1/xc0wol8VFP66nuXB8mun25O6TfvdaT/2xnqaq+2yvp7xu+Xet9dSf6ylW9/25nvL9xVT7DdB6mk/7veL+olfdtZ56132u7vfyZRT3F1pP8c+a122+7PeASZev9dQf6+lAb0/dxxKtp/LXE7TbKXvJ2y+r1XS8nbJWi9c9b8usVlPMGG+nrFTi5ZMktFOY+XiZstphk6R/11OZ+73J6tjx/tMqNYvM7CTC/WSuAv49e7gFjPZ4SRM4pFCOHmVnUo6ustN575jXA+d2P3jllVdy6KGHTih8+OGHc/TRR/PrX/+aBQsWsGzZMq699lqGh4cnlAVYsWIFRxxxBNdccw1HHXUUS5Ys4corr+wZUMcddxyNRoNNmzZx4okn0mw2ufrq2OCiEKgnnXQSw8PD3HDDDRx//PHs2LGDbdu2RcsPDg5y7LHHcuONN7J3797xz3HzzfEc27Jly8Y/39KlS4EjOOusazjssPhXvX79MWzbtoSzz76Siy56ACMjDYaGNkXLAlxwwYkMDDQ588wtXHDBSSxfPsyaNb+Ilt2xYxHr1h3PAx+4k7vd7XYATj75Rk45ZXu0/ObNh7Nhw9Gcfvqv2bVrAZdcsowzzriWFSvi62nDhhVs3hw+38UXHzX+OXrt5NatO44k6c/1lMfb6Gh8PR1zzDHjcfiABzxgPN56yT/fli1bxj/HL37RtZ6GhgBYtGMHx69bx47jjmPnscdy7Pr13HjyyWw/5ZTIkuHwzZs5esMGfn366SzYtYtll1zCtWecwfCK+GC4FRs2cMTmzVxz1lkcdfHFLNm2jSvPPpvWwoXcdvTRXPGqV2GFnelx69bRGBlh09AQJ15wAc2BAa5euza67GqzyUkXXMDw8uXccNpp459j2+rV0fKD27aNf769ixePf46be3yXfbGeMosWLRqPw507d47H2/bt8e1pX/d7Z93jLC7eeTHbRrdx9r3OplGJJ2zWbV/HSGuEoeVDXHD9BQzUBli7LL6emmmTC264gOWLlnPa0tNYt30dxy0+jtWHTVxPFSrcdcFdATh5ycksri1mw44NnL70dFYuXhld/qW3Xsolt13CGUeewdbbt7J512bOusdZHFY/LFp+/R/Wj3++i268aPxzdMvXXT+up7lwfJrp9lStVrntttu44oorss4InbSe+mM9Hej9nruPx8URRxyh9dSn66noQGxP+f4iTVNGR0e1nujP9XSgt6ebbropehzReuqv9XSgt6f8OJLvL7SeOvXLesodyO3prne9K7fffnvPc0+tp/5YTwd6eyqee9ZqNa2nPlhPjUZop1y7Nr49NZvV8fbL0067gXXrjue443awenV8PW3bNsj69cdy8sk3snjx3vF2ypUr4+vp0kuXcdlld+Vud7udBz5wJ5s23a20dthrrunf9VTmfu/222+PLqObHcj5Dc1sEfC/wH2Ah7n7/2aPXwG4uz848po/AN9w9xeZ2SuAC4Hj3P1nXeXeAZzj7jUzGyCMinmPu7+mq9wxwFbgee7+GTP7CvAod18aee/LgD+5+1/2+DyxkTXbd+7cycDAwITy8yVT2F338NryR9YsXNjknHP+l/PPP4kkqZQ6siZJ+nM9ldJDIktsljmy5opXvYoT3vveMIImr3sZI2t6nOz0xXrK636AerI03twofWTNK496Jedffz6JJ6WOrLn9DeGA3o/raS4cn2a6PbVaLTZt2sQJJ5ww/ll6fVatp/hnzevW98enSN0nG1lzxRVXcMIJJ1Cv17We+nQ9xeq+P9dTvr848cQTqdVqWk/053rK636gtqexsbHx/UXxOKL11F/rqYyRNVdccUXH/kLrKf5Z87rNl/1emqZcfvnlPc89tZ76Yz2VMbKmeCzReip/PdXr5Y+sqVZTXvvay3nXux7Mnj2N0tphd+/u3/VU5n5vZGQkG9DAoLuP9Hz/njXbP94PHAu8IU/UZG4EHt5d2MyqwF2A2wrlAJYDP+sqfkRezt1HzOxPWbluR2S/i8u8i5kNRL6oI4B42i+8z17CPXXy+gJhpdZ6NNJCWHG52MG2W7HMZMuNlZmqfB5Ueb2KdYspPj+d8sW6j41N/VmbzVr07xj3dpk0tSnLp2kF97COkqRCPkSwl1ar/fx06l4sM1VdzPp3PU0nJmdS92IZM5tYvtk5A2ElTSHfySUJlUl2oBCSMLnq2NgkJSeWqWXvbWlKtdkc/7+j7vlj7tHniyxNqeZ1T1MqU5QvfrZKq0Vliu+y1PXUZaYxNtP93ljhVmfN6CyVnfIyjk9ZPiUl9XT8717lnXBikJCQ/UnLpx62Wqz7mE8dk8X3j9Wle13003qaK8enmWxPZjZet8k+g9ZT3EF1fOoyVd3z7yJ/XOupt4P5+DST9ZTvL/Ifrae2flpP3WX293rKG7F6HUe0nnqb6/u92P5C66lTP6ynWPn9uZ7SNJ3WuafW09Tl59r21B0XWk/TK78/11OxnbKXNDXStJr9XaHZnLzuxbbL0E7Zu3y1muJupGkoU1Y7bP719et6mk75/bE9TaeOMNkanmVm9gLC9GffBt7Z9fRVhITJ8q7HHwTUgT8WygFMGIEDPKRQDuDqScoRWeYJXfU9DLh31zLlINZqVdiwYUVHEkak0mqxYsOGjqSPSMtbbNixYVrJGZlfKpUKK1asmPJkTeYXxYXEKC4kRnEhMYoL6UWxITGKC4lRu+fccEDWnpmdDKwDfgM8x927xwJtyH6/qOvxNdnvSwDc/VfAr4Dnm7XnijGz44D75+UKyzzKzLqnMHsWMAJszv7/FpBO9d5y8EvTCps3HzGeYRaBMALmiM2bw4gekUxKyuZdm0lRXEinSqXCEUccoQsj6aC4kBjFhcQoLiRGcSG9KDYkRnEhMWr3nBv2+9ozswcQEicOPM3dd3aXcfcfA5uAc8zsadnrngq8FLgW+Gmh+IWEES/rzOwQM7sH8G+AAZ8tlLsI2AV81Mzub2ZVM/tnwmibL7iHuWncfTvwFeDZZvZ3ZlbJkkvnAjsJyRyZA+r1hLVrr5p0/kiZf5J6navWrp30fjQy/9Stztplaye9/43MT0mScNVVV006x63MP4oLiVFcSIziQmIUF9KLYkNiFBcSo3bPucF63axn1t7A7AfAKuBy4DuRIh9391+b2X2B7wP3AEaBRcBu4LQsmZMvz4DPAc8EmkA1+3mfu7+q672fAXwGWFhY5jbgRHe/tVDucOC/CffTycu1gGe5+5dn8FkHgOHh4WEGBgam+7J5occ93w+oSsVZvnyY668fJE3LrdB+3uwOLiUHh1cqDC9fzuD112Nlj65RYIyz88qNiwoVli9azvWj15c+usbPVVz0E3dneHiYwcHB8XvViSguJEZxITGKC4lRXEgvig2JUVz0n35YDf3S7qmmrbiRkREGBwcBBt19pFe5A5GsaRLuO9PLo919Y1b2LsAbgIcC1wNvzqY+iy33+cBzsn8/4e7re5R7APBaYAVwGfCW2BdiZouAIeAxwM3AO9x901Sfr2sZStb00A87rX6iHVeBgqNNgTGu7GRNP1GyRkRERERERKR/qWmrTU1bcdNN1uz3adDcveHuNsnPxkLZW9z9HHc/xd2f1ytRk5X9lLufnv1EEzVZuS3u/oJsmUO9vgx3H3X3N7v7o9z9jJkmaqT/NRothoYup9HQDcOlrdVocPnQEK1GY+rCMm80rMHQUUM0THEhnVqtFpdffjmtlo4l0qa4kBjFhcQoLiRGcSG9KDYkRnEhMWr3nBt0xyGZVxoNzdsoEyVK1EhEo6K4kDjNDS0xiguJUVxIjOJCYhQX0otiQ2IUFxKjds+Dn5I1IiIiIiIiIiIiIiIiJVKyRkREREREREREREREpERK1oiIiIiIiIiIiIiIiJRIyRoREREREREREREREZESKVkjIiIiIiIiIiIiIiJSInP3suswZ5jZADA8PDzMwMBA2dXpK2Zl1wDMnKVLR9m5cxHu5VZIm11BycHhZowuXcqinTuxsldM2e/fR+y8cuPCMJbWl7JzbCdOuevFz1Vc9BN3Z3R0lEWLFmH9cHCTvqC4kBjFhcQoLiRGcSG9KDYkRnHRf/phNfRLu6eatuJGRkYYHBwEGHT3kV7lNLJG5g13GBlpaKchndxpjIzoaCIdHGekNVJ6okb6U6PRKLsK0ocUFxKjuJAYxYXEKC6kF8WGxCgupJvaPecGJWtk3mg0EoaGNtFoJGVXRfpI0miwaWiIRCc6UtCwBkPLh2iY4kI6JUnCpk2bSBIdS6RNcSExiguJUVxIjOJCelFsSIziQmLU7jk3aBq0WaRp0Hrrh+GA4DQaCc1mFdA0aH2j7GnQCAmbarNZclSgwCgoexo0CAmbpjfLroamQesz7k6SJFSrVU05IOMUFxKjuJAYxYXEKC6kF8WGxCgu+k9/rIb+aPdU01acpkET6WIGAwPNPtmBSt8wozkw0C9HVukThjFQG8DKT+FJH2o2y0/iSf9RXEiM4kJiFBcSo7iQXhQbEqO4kG5q95wblKyReaNeT1i79mrqdQ0HlLakXufqtWtJ6vWyqyJ9pG511i5bS90UF9IpSRKuvvpqTTkgHRQXEqO4kBjFhcQoLqQXxYbEKC4kRu2ec4OSNSIiIiIiIiIiIiIiIiVSskZERERERERERERERKREStaIiIiIiIiIiIiIiIiUSMkaERERERERERERERGREilZIyIiIiIiIiIiIiIiUiIla2ReaTarZVdB+lC12Sy7CtKHmqniQuKqVR1LZCLFhcQoLiRGcSExigvpRbEhMYoLiVG758HP3L3sOswZZjYADA8PDzMwMFB2dfqKWdk16C/a7AoUHG0KjHF2nuIi5+cqLkRERERERET6lZq22tS0FTcyMsLg4CDAoLuP9CqnkTUyb1QqzooVt1GpaK8hbV6pcNuKFXhFu0Npq1BhxaIVVHSYlC7uzm233YY6u0iR4kJiFBcSo7iQGMWF9KLYkBjFhcSo3XNuUCuUzBvVasppp91AtZqWXRXpI2m1yg2nnUaqIcRSULUqpy09jaopLqRTmqbccMMNpKmOJdKmuJAYxYXEKC4kRnEhvSg2JEZxITFq95wbNA3aLNI0aL1pOGAnbXYFCo42BcY4TYPWpmnQRERERERERPqXmrba1LQVp2nQRLpUKikrV95EpaIMs7SllQo3rVxJqmnQpKBChZWLV2oaNJkgTVNuuukm9WKTDooLiVFcSIziQmIUF9KLYkNiFBcSo3bPuaFWdgVEDpRaLWX16m38/Od3odlUA6wEaa3GttWrucvPf06l2Sy7OtInalZj9WGr+fmffk7TFRf9YuPG8rsruTfYvXuIQw65ALPyYmPVKnVX6idpmrJt2zbucpe7UFHyXzKKC4lRXEiM4kJ6UWxIjOJCYtTuOTdozYmIiIiIiIiIiIiIiJRIyRoREREREREREREREZESKVkjIiIiIiIiIiIiIiJSIiVrRERERERERERERERESqRkjYiIiIiIiIiIiIiISImUrJF5w93Ytm0Qdyu7KtJHzJ3Bbdsw97KrIn3EcbaNbsNRXEg3p1rdBooNKTAzBgcHMdM5hrQpLiRGcSExigvpRbEhMYoLiVG759xgrgbKWWNmA8Dw8PAwAwMDZVenr+j40UmbXYGCo02BMc7OU1zk/FzFRW7jRsVFbtUqxYWIiIiIiEg/UNNWm5q24kZGRhgcHAQYdPeRXuVqB65KIuWqVlNOPvlGfvSju5MkGlQmQVqtcuPJJ3P3H/2ISpKUXR3pE1WqnLzkZH50249IUFxIm3uVsbGTqdd/hJliox/Yxo1lV4GqOyePjfGjep2kxCs1X7WqtPeWidI05cYbb+Tud787lYrOPSVQXEiM4kJ6UWxIjOJCYtTuOTdozcm8YQaLF+9Vtls6mbF38WJ1g5AOZsbi2mINK5cIw30xoNiQNgMWuysqZIK9e/eWXQXpQ4oLiVFcSC+KDYlRXEg3tXvODZoGbRZpGrTetKPopM2uQMHRpsAYp2nQ2jQNWpumQWvTNGht/TCypl9oZI2IiIiIyIGnpq02NW3FTXcaNI2skXmjVktZvfo6arW07KpIH0lrNa5bvZq0plkhpa1mNVYftpqaKS6kk3uNvXtX467YkLaaO6v37qWmKxMpSNOU6667jjTVuae0KS4kRnEhvSg2JEZxITFq95wblKyReaNSSVm58mYqFe20pC2tVLh55UpSzfMqBRUqrFy8kooOkzJBhVZrJTqFkqIKsLLVUlRIhzRNufnmm9WQIh0UFxKjuJBeFBsSo7iQGLV7zg26phQRERERERERERERESmRkjUiIiIiIiIiIiIiIiIlUrJGRERERERERERERESkRErWiIiIiIiIiIiIiIiIlEjJGhERERERERERERERkRIpWSPzRpJUuPTSZSSJwl7aKknCsksvpZIkZVdF+kjiCZfeeimJKy6kW0K9fimg2JC2BLi0XldUSIdKpcKyZcuoVHTuKW2KC4lRXEgvig2JUVxIjNo95wZz97LrMGeY2QAwPDw8zMDAQNnV6StmZdegv2izK1BwtCkwxtl5ioucn6u4yG3cqLjIrVqluMjZxo1lV6Fv+KpVZVdBRERERGTeUdNWm5q24kZGRhgcHAQYdPeRXuWUapN5o15PWLNmK/W6+r1KW1Kvs3XNGpJ6veyqSB+pW501d11D3RQX0sm9zp49a3BXbEhb3Z01e/ZQ15WJFCRJwtatW0k0elcKFBcSo7iQXhQbEqO4kBi1e84NStbIvJEkxtatS0kSpbulzZKEpVu3YjrJkYLEE7bevlXToElEQrW6FU2DJkUJsLVaVVRIBzNj6dKlmLpaSoHiQmIUF9KLYkNiFBcSo3bPuaFWdgVEDpQ0rbB58xFlV0P6TCVNOWLz5rKrIX0mJWXzrs1lV0P6kFlKvb657GpIn0nN2KwRmtKlUqlwxBE695ROiguJUVxIL4oNiVFcSIzaPecGjayReaNeT1i79ioNB5QOSb3OVWvXaho06VC3OmuXrdU0aDKBe53R0bWaBk061N1ZOzqqadCkQ5IkXHXVVZqiRDooLiRGcSG9KDYkRnEhMWr3nBuUrJF5w8w57LBRzNSQIm1uxuhhh+EaPiwFhnFY/TAMxYV0M9L0MFBsSIEBh6WpokI6uDujo6O4knhSoLiQGMWF9KLYkBjFhcSo3XNuULJGRERERERERERERESkRErWiIiIiIiIiIiIiIiIlEjJGhERERERERERERERkRIpWSMiIiIiIiIiIiIiIlIiJWtERERERERERERERERKpGSNzButVpX164+h1aqWXRXpI9VWi2PWr6faapVdFekjLW+x/g/rabniQrq1WLhwPaDYkLYWsH7hQkWFdKhWqxxzzDFUqzr3lDbFhcQoLqQXxYbEKC4kRu2ec0Ot7AqIHChpamzbtqTsakifsTRlybZtZVdD+kxKyrZRxYVMZJZSrSo2pFNqxjZdLEsXM2PJkiVlV0P6jOJCYhQX0otiQ2IUFxKjds+5QSNrZN5oNFoMDV1Oo6F+r9LWajS4fGiIVqNRdlWkjzSswdBRQzRMcSGd3Bvs3j2Eu2JD2hruDO3eTcO97KpIH2m1Wlx++eW0NHpXChQXEqO4kF4UGxKjuJAYtXvODea6qJw1ZjYADA8PDzMwMFB2dfqKWdk1ADNn6dJRdu5chHu5FdJmV1BycLgZo0uXsmjnTqzsFVP2+/cRO6/cuDCMpfWl7BzbiVPuevFzFRe5jRvLP5i4G+5LMduJWXnrZtUqxUXONm4suwqYO0vd2WmGl3hc81WrSntvmcjdGR0dZdGiRVg/nAxLX1BcSIziQnpRbEiM4qL/9MNq6Jd2TzVtxY2MjDA4OAgw6O4jvcppZI3MG+4wMtLQTkM6udMYGdHRRDo4zkhrpPREjfQjx2wEFBtS4MCImaJCJmho5K5EKC4kRnEhvSg2JEZxId3U7jk3KFkj80ajkTA0tIlGIym7KtJHkkaDTUNDJDrRkYKGNRharmnQJCZMgwaKDWlrQJgGreyKSF9JkoRNmzaRJDr3lDbFhcQoLqQXxYbEKC4kRu2ec4OSNSIiIiIiIiIiIiIiIiVSskZERERERERERERERKREStaIiIiIiIiIiIiIiIiU6IAma8zs0WbWMrPlPZ5/gZldY2ajZrbJzB7eo9yxZvYNM7vVzH5vZm/oUW6hmb3VzK43s91m9lUzu3uPsk8ws5+a2e1m9nMze9I+f1AREREREREREREREZFpOmDJGjO7F/B5oNrj+XOATwB3Aj4EpMB3zew+XeXuC/wQeCzwVeDbwFu6EzZmZsAXgDcANwIfBh4MfMes847RZvZXwDeA5cDHgN8B/2Fmp+zr5xUREREREREREREREZmO2oF4EzN7APBN4PAezy8H3gpcB5zk7reaWR24HLgQeEKh+L8CdwGe4u5fz16/BXizmX3G3X+TlVsDPAn4MvBX7u5mdiGwFXglcH722gHgg8Ct2XvfkD3+DUKC5wGz8R2IiIiIiIiIiIiIiIjEmLvv3zcwWwZcA/wW+DHwEuDe7n59ocw/AecBL3D3TxUefx5htM0R7r7TzO4J/Ab4gbv/RaHcoYTRM+e6+/uyx74PrAJWdL3Xx4EHu/vK7P/nA5/MXvvmQrlTgEuAB7n75ml+1gFgeHh4mIGBgem8ZN4wK7sGAE6jkdBsVoFyK7SfN7uDS8nB4UDSaFBtNkuOChQYBXZe6WuDhjVoerPsauDnKi5yGzeWHxdhM20AzVJ3X6tWKS5ytnFj2VUA9ywqKPW45qtWlfbeMpG7kyQJ1WoV64+TYekDiguJUVxIL4oNiVFc9J/+WA390e6ppq24kZERBgcHAQbdfaRXuQMxDdphhFE1jwR+36PMIwhtpt/oevz7hDrm05GdnP3+z2Ihd78d+CkhOZNPgfYw4GfFRE1hmceb2Z0L7z1hmYTE0p58mXLwM4OBgXIb16QPmdEcGOiXI6v0CcMYqA1g5afwpO8Y7gOUnfSX/mLAgLuiQiZoNstP+kv/UVxIjOJCelFsSIziQrqp3XNuOBDJmp+5+7PdfXiSMkcCv3P3W4oPuvvvgL3AikI5gKsjy7iuUG4AWDRJOYB7F5aZAlu63jsBbigsUw5y9XrCmWduoV5Pyq6K9JGkXmfLmWeS1OtlV0X6SN3qnHn3M6mb4kK61dmz50xAsSFtdeDMPXsUFdIhSRK2bNlCkujcU9oUFxKjuJBeFBsSo7iQGLV7zg37/Z41WdJjKgPAzT2eGwbuXihHj7IzKUdW9oqs7LB7dK6b4jInMLMFwILCQ4sBWq0WrVZrQvlKpUKlUiFN0/H/kySh11R0efkkSahUKphZdLm5arUKMD4UMv+7l1qthruTpinVapU0TcfrFvms42Xyuk1Wvlj3MNCpQr2eYBb/rK1WlTQ1Go0WY2NV3KHR6F33ZrOKWdgRNZs1KhWnVouXdzfGxqq0WhXe974TGBurUq2mVKvxuqdphVarQq2W4g5JMlXdK6RpKJMklfHP0Uv++fpxPU0Vk/kQ21arNa26F8vkn2NC+UYj1N2d6tgYaaWCV6vh72qVNFvGhLqnKZVWi7RWA3cqSUJSr+M9uhBUWi0qaUpSr1NJEixNaWXv/aALLwQY/x+gOjYG7uNTpGE2aUKn1mzilQppXvdKJdQtYvyzVqtgNv450h7bd1+sp7zuhRhz9yljcl/3e3Wrk3hCSkrDGtGyAGM+huPjU5YZNmmCpelNKlSoWpUxH6NChZrF19P7fvM+xnyMKtn36S1qVqPSo59D4gkJSUfd61bvOTqn5a3xz1f8HBPKZXHRj+vpQB+f3GOx4JiN4R6Gepu1cK/Ruz9KglmCez37O83+7tX9qJWVaQBjQJNFi8I+I16fZrasOmZN3Cv0Pt3K614BqoXPEd/vQTr++dI07dv1FLM/j08Nd1pAakbDnTHCcO3ee47iWoKmGRX3SdYSjGVlqtnf1ezvogsXLQrfizstM2ruYapNM+qTjLrJ6153Jyl8jl6Kn6/4OYDo+u2X9QRz4/g0k+2pWq3yoAc9iGq1OmndQevpYD8+TfVZ87rlfz/oQQ8COrdZraf+Wk9lbE/d+wutp/hnzes2X/Z7tVqNE044AXeftJ1J62nyzzoXt6fisUTrqfz1FK7nmDRRkrdfVqspY2NVKpWUWi1e97wts1pNMWO8nbJSiZdPkgrNZo33ve8EkiRceZTVDpsk/bueytzvTVbHjvefVqn9rwWM9niuCRxSKEePsjMpR1fZ6bx3zOuBc7sfvPLKKzn00EMnFD788MM5+uij+fWvf82CBQtYtmwZ1157LcPD8UFHK1as4IgjjuCaa67hqKOOYsmSJVx55ZU9A+q4446j0WiwadMmTjzxRJrNJldfHRtcFAL1pJNOYnh4mBtuuIHjjz+eHTt2sG3btmj5wcFBjj32WG688Ub27t07/jluvjmeY1u2bNn451u6dClwBGeddQ2HHRb/qtevP4Zt25Zw9tlXctFFD2BkpMHQ0KZoWYALLjiRgYEmZ565hQsuOInly4dZs+YX0bI7dixi3brjOf74m3n4w2/kwx9eyckn38gpp2yPlt+8+XA2bDia00//Nbt2LeCSS5ZxxhnXsmJFfD1t2LCCzZvD57v44qPGP0evndy6dceRJP25nvJ4Gx2Nr6djjjlmPA4f8IAHjMdbL/nn27Jly/jn+MUvutbT0BAAi3bs4Ph169hx3HHsPPZYjl2/nhtPPpntp5wSWTIcvnkzR2/YwK9PP50Fu3ax7JJLuPaMMxheER8Mt2LDBo7YvJlrzjqLoy6+mCXbtnHl2WeTNBqMHXII9d27O8oft24djZERNg0NceIFF9AcGODqtWujy642m5x0wQUML1/ODaedNv45tq1eHS0/uG3b+Ofbu3jx+Oe4ucd32RfrKbNo0aLxONy5c+d4vG3fHt+e9nW/d9Y9zuLinRezbXQbZ9/rbBqVeLPruu3rGGmNMLR8iAuuv4CB2gBrl8XXUzNtcsENF7B80XJOW3oa67av47jFx7H6sPh6unXsVj68/cOcvORkFtcWs2HHBk5fejorF6+Mlr/01ku55LZLOOPIM9h6+1Y279rMWfc4i8Pqh0XLr//D+vHPd9GNF41/jm75uuvH9XSgj0+7d0/8fqrVbSxcuJ6xsZNxX8yCBRtoNk+n1VoZXX69fimNxiXs3XsG1epW6vXN7NlzFmkaX08LF66nWt3G6OjZLFx4EfAndu/+f5jtjpY/5JALcB9gz54zOeSQC0jT5ezZsyZatlLZwaJF62i1jiNJjh3/HGNj8f1erbZ5/PPdeOONfbueYvbn8Wlo927WL1zItmqVs0dHuWjhQkbMGNodX0cAFxxyCAPunLlnDxcccgjL05Q1e/ZEy+6oVFi3aBHHtVocmySsX7iQk8fGOGVsrKPcIe7sNmNzrcaGBQs4vdlklxmXNBqcsXcvK3p87xsaDTbX65y1Zw8XNxrjn6NXwmbdokXjny//HGuz76V7X99P6wnmxvFpJttTvV7nsssu42EPexhjY2MHxfYE8289lbHfGxsbo97VCUjrqf/WU8z+XE9jY2Pj+wutp079tJ7gwG5P97jHPbj66qvZu3dvtLzWU3+spzK2p/xYovXUH+up0QjtlGvXxrenZrM63n552mk3sG7d8Rx33A5Wr46vp23bBlm//lhOPvlGFi/eO95OuXJlfD1deukyfvjDe/DiF1/NT35yd6688sjS2mGvuaZ/11OZ+73bb789uoxu1itLtT+Y2ZsIyY17F+8lY2ZXAO7uD4685g/AN9z9RWb2CuBC4Dh3/1lXuXcA57h7zcwGCKNi3uPur+kqdwywFXieu3/GzL4CPMrdl0be+zLgT+7+lz0+T2xkzfadO3cyMDAwofx8yRR21z28tvyRNQsXNjnnnP/l/PNPIkkqpY6sSZL+XE+l9JDIEptljaxJGg2ueNWrOOG97w0jaPK6lzGypsfJTl+sp7zuB6gnS+PNjVJH1jSswSuPeiXnX38+iSeljqy5/Q3hgN6P6+lAH58uvXRiR4gDPbLGvc7u3a/jkEPei1lsUO6BGVnzqEft7dv1FLM/j0+HXnpp6SNrGu68avdu3nvIIewxK21kze2RDg79sp5gbhyfZrI9tVqt8YvCWq12UGxPed3n03rK636g9ntjY2NcccUVnHDCCePv2V13rafedT+Yjk953aeznpIk4YorrujYX2g9xT9rXrf5st9L05TLL798wj4j9lm1nnp/1rm2PeX7jDwutJ7KX0/1evkja6rVlNe+9nLe9a4Hs2dPo7R22N27+3c9lbnfGxkZyQY0MOjuIz3fv2fNDqwbgYd3P2hmVeAuwG2FcgDLgZ91FT8iL+fuI2b2p6xctyOy38Vl3sXMBiJf1BFAPO0X3mcv4Z46eX2BsFJrPRppIay4XOxg261YZrLlxspMVT4PqrxexbrFFJ+fTvli3cfGpv6szWYt+neMe7tMmtqU5dO0gntYR0lSIUkmr3ur1X5+OnUvlpmqLmb9u56mE5MzqXuxjJlNLN91U7xKmkK+k0sSKpPsQCEkYXLVrl7OMcUytey9LU2pNpvj/3fUPX/MPfp8kaUp1bzuaUplivLFz1ZptahM8V2Wup66zDTGZrrfG/P2empGZ6nslJdxfMryKSmpp+N/9yofmlkhISH7k5ZPPWy1WPfi31PVvfvvXPe66Kf1dKCPT/HkSF4+Kfw99XoyG4v+3bt8s/B3illzkvo4+UBes5T2oN5ey04Jt8/LP8fk+z2z1vi66sf1NJn9cXxqFpL0HX9PuuTiWgoJkqnKp2bkp9yJ2YS1lJrRzBI1wPhvCAmeqYz1+By95PUtfo5e66sf1lPRwXx8msn2ZGYdPwfD9lQ0X9ZTd5n9vZ7yRqy8cW2yums9dTrYjk9F06l7bH+h9dSpH9ZTrPz+XE9pmk66z8hpPU1dfq5tT91xofU0vfL7cz0V2yl7SVMjTavZ3xWazcnrXmy7DO2UvctXqynuRpqGMmW1w+ZfX7+up+mU3x/b03TqCJOt4QPrKkLCZHnX4w8idBb8Y6EcwIQROMBDCuUArp6kHJFlnlAsZGaHAffuWqaIiIiIiIiIiIiIiMis6pdkzYbs94u6Hs8neb8EwN1/BfwKeL5Ze64YMzsOuH9errDMo8ysewqzZwEjwObs/28RurNO+t4iIiIiIiIiIiIiIiL7Q18ka9z9x8Am4BwzexqAmT0VeClwLfDTQvELCSNe1pnZIWZ2D+DfCFN2f7ZQ7iJgF/BRM7u/mVXN7J8Jo22+4B7mpnH37cBXgGeb2d+ZWcXMTibcW2cnIZkjIiIiIiIiIiIiIiKyX/TLPWsAngN8H/iKmY0Ci4DdwJneeUehDwKnAi8Enk24C28VeJ+7/zAv5O6/N7Mzgc8AW4B8mduA13a990uBB2TLfndWrgU8a7Ib/oiIiIiIiIiIiIiIiNxRfZOscfdrs+nM3gA8FLgeeHM29VmxnAN/bWYbCAkegE+4+/rIMr9sZr8gJGdWAJcBb+lOwLj7zWb2YGAIeAxwM/AOd980m59RyuVu7NixCPepb9or84e5s2jHDqwjJyzznePsGNuBo7iQbk6lsgMUG1LgwI5KRVEhHcyMRYsWYaZzT2lTXEiM4kJ6UWxIjOJCYtTuOTeYq4Fy1pjZADA8PDzMwMBA2dXpKzp+dNJmV6DgaFNgjLPzFBc5P1dxkdu4UXGRW7VKcZGzjRvLrkLf8FWryq6CiIiIiMi8o6atNjVtxY2MjDA4OAgwONlMXn1xzxqRA6FSSVm58iYqlbTsqkgfSSsVblq5krSi3aG0VaiwcvFKKjpMShf3CmNjK3FXbEhbxZ2VY2NUdGUiBWmactNNN5GmOveUNsWFxCgupBfFhsQoLiRG7Z5zQ99Mgyayv1WrzrHH7mTLlqXoeCY5r1bZeeyxLN2yBQWG5KpW5dhDj2XLn7aQuuJCiqokybHUalsAxYYEVeDYJGFLraao6BMbbWPZVcDrzt4z9rLgSwuwsfK6W67yVaW9dz8qe5Sme529e89gwYIvYTZWal00SrN/uDs7d+5k6dKlZVdF+oxiQ2IUFxKjds+5QdOgzSJNg9abhgN20mZXoOBoU2CM0zRobZoGra3sBrZ+oga2Nk2D1qZp0Nr6IVnTL5Ss6aRjSZuOJSIiIrNDTVttatqK0zRoIl2q1ZRTT91Otar0srSl1SrbTz2VtFotuyrSR6pUOXXJqVRRXEgn9yrN5qm4KzakrerOqc0mVV2ZSIFXneapTbyquJA2HUckJk1Ttm/frimNZALFhsQoLiRG7Z5zg5I1Mm9UqymnnKKdlnRKq1W2n3KKkjXSoWpVTrnzKVRNcSHdqoyNnQJK5ElBFThlbExRIZ2qMHbKmHYX0kXHkX5kZqX+LFq0iA9/+MMsWrSo9LpIf1GjvMQoLiRG7Z5zg5I1IiIiIiIiIiIiIiIiJVKyRkREREREREREREREpES1sisgIiIiIiIiIiLST2zjxrKrQMOdod27edSll9IscZo6X7WqtPcWEZlPNLJGRERERERERERERESkRErWiIiIiIiIiIiIiIiIlEjJGpk30rTC5s2Hk6YKe2mrpCmHb95MJU3Lror0kZSUzbs2k6K4kG4ptdpmUGxIQQpsrtUUFdIphdrmmnYX0kXHEZkoTVM2b95MqmsS6aJzDImpVCocfvjhVCpq35I2tXvODbpnjcwbrVaFDRuOLrsa0mcqrRZHb9hQdjWkz7S8xYYdiguZyKzFggWKDenUMmPDggVlV0P6jLWMBRsUF9JJxxGJabVabNA1iUToHENiKpUKRx+t9i3ppHbPuUGpNpk3arWU1auvo1ZTnxRpS2s1rlu9mrSm3LW01azG6sNWUzPFhXRyr7F372rcFRvSVnNn9d691NzLror0Ea85e1fvxWuKC2nTcURiarUaq1evpqZrEumicwyJSdOU6667TqPxpIPaPecGJWtk3nCHXbsWoHMc6eDOgl27UGBIkbuzq7ULV1zIBI7ZLkCxIW0O7DJTVEgnB9tl2l1IFx1HZCJ3Z9cunXvKRDrHkF4WaMSVdFG759ygbhsybyRJhUsuWVZ2NaTPVJKEZZdcUnY1pM8kJFxym+JCJjJLaDQUG9IpMeOSRqPsakifscRoXKK4kE46jkhMkiRcomsSidA5hsRUKhWWLVP7lnRSu+fcoJE1Mm/U6wlr1mylXk/Kror0kaReZ+uaNST1etlVkT5Stzpr7rqGuikupJN7nT171uCu2JC2ujtr9uyhrm5sUuB1Z8+aPXhdcSFtOo5ITL1eZ82aNdR1TSJddI4hMUmSsHXrVpJE7VvSpnbPuUEja2TeMHNWrBjGTCc50uZmDK9YgZuVXRXpI4axYtEKDMWFdDOSZAUoNqTAgBVJoqiQTgbJikS7C+mi44hMZGasWLEC0zWJdNE5Rv+x88pfGw1rMLR8iAu+eAFNb5ZWDz9X7Wv9RO2ec4NG1oiIiIiIiIiIiIiIiJRIyRoREREREREREREREZESKVkjIiIiIiIiIiIiIiJSIiVrRERERERERERERERESqRkjYiIiIiIiIiIiIiISImUrJF5o9WqsGHDClothb20VVotVmzYQKXVKrsq0kda3mLDjg20XHEh3Vo0GhsAxYa0tYANjYaiQjq1oLGhod2FdNFxRCZqtVps2LCBlq5JpIvOMSRG16sSo3bPuaFWdgVEDpQ0rbB58xFlV0P6TCVNOWLz5rKrIX0mJWXzrs1lV0P6kFlKvb657GpIn0nN2Fyvl10N6TOWGvXNigvppOOIxKRpymZdk0iEzjEkRterEqN2z7lBqTaZN+r1hLVrr6JeT8quivSRpF7nqrVrSXQCLAV1q7N22VrqpriQTu51RkfX4q7YkLa6O2tHR6m7l10V6SNed0bXjuJ1xYW06TgiMfV6nbVr11LXNYl00TmGxOh6VWLU7jk3KFkj80aSVLj44qNIEoW9tFWShKMuvphKooOZtCWecPHOi0lccSHdEhqNiwHFhrQlwMWNhqJCOiXQuLih3YV00XFEJkqShIsvvphE1yTSRecYEqPrVYlRu+fcoGnQZN5IU2PbtiVlV0P6jKUpS7ZtK7sa0mdSUraNKi5kIrOUalWxIZ1SM7ZVq2VXQ/qMpUZ1m+JCOuk4IjFpmrJN1yQSoXMMidH1qsSo3XNuUKpN5o1Go8XQ0OU0GroBm7S1Gg0uHxqi1WiUXRXpIw1rMHTUEA1TXEgn9wa7dw/hrtiQtoY7Q7t309AUJVLgDWf30G68obiQNh1HJKbRaDA0NERD1yTSRecYEqPrVYlRu+fcoGSNzCuNhoaIykSJLookolFRXEicGtgkRo0oEqNEjcToOCIxStRILzrHkBhdr0qM2j0PfkrWiIiIiIiIiIiIiIiIlEjJGhERERERERERERERkRIpWSMiIiIiIiIiIiIiIlIiJWtERERERERERERERERKpGSNiIiIiIiIiIiIiIhIiZSskXljbKzKunXHMTZWLbsq0keqY2Mct24d1bGxsqsifWTMx1i3fR1jrriQbmMsWrQOUGxI2xiwbtEiRYV0GoNF6xZpdyFddByRicbGxli3bh1juiaRLjrHkBhdr0qM2j3nBiVrZN5wh5GRBu5l10T6ijuNkREUGFLkOCOtERzFhXRzzEZAsSEFDoyYKSqkk4ONmHYX0kXHEZnI3RkZGcF1TSJddI4hMbpelRi1e84NStbIvNFoJAwNbaLRSMquivSRpNFg09AQSaNRdlWkjzSswdDyIRqmuJBuDXbvHgIUG9LWAIZ271ZUSKcG7B7ard2FdNFxRCZqNBoMDQ3R0DWJdNE5hsToelVi1O45N5h6bsweMxsAhoeHhxkYGCi7On3FrOwaADiNRkKzWQXKrZA2u4KSg8MJCZtqs1lyVKDAKLDzSl8bNKxB05tlVwM/V3GR27ix/LgIm2kDaJa6+1q1SnGRs40by65CGKUJNKHU45qvWlXae/ebjbax7CqE3q5ZYFiJZxmrfFVp792Pyj6W9MtxBHQsKbKyVwYhYdNs9sG5p65Jxukco1ANnWOM64drVeiP61Vdq7b1wWGEfmn31GEkbmRkhMHBQYBBdx/pVU4ja2TeMIOBgfIviqTPmNEcGOiXI6v0CcMYqA2U2rgm/cpwH6DspL/0FwMG3BUV0snAB1y7C+mi44hMZGYMDAz0RdJI+ovOMSRG16sSo3bPuUHJGpk36vWEtWuvpl7XcEBpS+p1rl67lqReL7sq0kfqVmftsrXUTXEh3eqMjq4FFBvSVgfWjo4qKqRTHUbXjmp3IV10HJGJ6vU6a9eupa5rEumicwyJ0fWqxKjdc25QskZERERERERERERERKREStaIiIiIiIiIiIiIiIiUSMkaERERERERERERERGREilZIyIiIiIiIiIiIiIiUiIla0REREREREREREREREqkZI3MK81mtewqSB+qNptlV0H6UDNVXEicmWJDJmqalV0F6UPWVFzIRDqOSExT1yTSg84xJEbXqxKjds+Dn7l72XWYM8xsABgeHh5mYGCg7Or0FZ1bdNJmV6DgaFNgjLPzFBc5P1dxkdu4UXGRW7VKcZGzjRvLrkLf8FWryq5C39hoG8uuQt9Y5avKrkJf0bGkTceSNtM1yTi1EbXpHKNN5xhtulZt07Vqmw4jbTqMxI2MjDA4OAgw6O4jvcppZI3MG5WKs2LFbVQq2mtIm1cq3LZiBV7R7lDaKlRYsWgFFR0mpYt7hSRZgbtiQ9oq7qxIEiq6MpECrzjJigTXuacU6DgiMZVKhRUrVlDRNYl00TmGxOh6VWLU7jk3aKuWeaNaTTnttBuoVtOyqyJ9JK1WueG000irGioqbVWrctrS06ia4kK6VWk2TwMUG9JWBU5rNhUV0qkKzdOa2l1IFx1HZKJqtcppp51GVdck0kXnGBKj61WJUbvn3KBp0GaRpkHrTcMBO2mzK1BwtCkwxmloeZuGlrdp6po2TV3TpilK2jRFSZumQWvTNGiddCxp07GkTdOgtamNqE3nGG06x2jTtWqbrlXbdBhp02EkTtOgiXSpVFJWrryJSkUZZmlLKxVuWrmSVFMOSEGFCisXr9SwcpnAvcLY2EpNXyMdKu6sHBvTFCXSwSvO2MoxTYMmHXQckZhKpcLKlSs1DZpMoHMMidH1qsSo3XNu0FYt80atlrJ69TZqNe20pC2t1di2ejVprVZ2VaSP1KzG6sNWUzPFhXSr0WyuBhQb0lYDVjebigrpVIPm6qZ2F9JFxxGZqFarsXr1amq6JpEuOseQGF2vSozaPecGJWtERERERERERERERERKpGSNiIiIiIiIiIiIiIhIiZSsERERERERERERERERKZGSNSIiIiIiIiIiIiIiIiVSskZERERERERERERERKREStbIvOFubNs2iLuVXRXpI+bO4LZtmHvZVZE+4jjbRrfhKC6km1OtbgPFhhQ4sK1aVVRIJ4fqtqp2F9JFxxGZyN3Ztm0brmsS6aJzDInR9arEqN1zbqiVXQGRA2VsrMr69ceWXQ3pM9WxMY5dv77sakifGfMx1v9BcSETmY2xcKFiQzqNmbF+4cKyqyF9xsaMhesVF9JJxxGJGRsbY72uSSRC5xgSo+tViVG759ygkTUyb1SrKaeeup1qNS27KtJH0mqV7aeeSlqtll0V6SNVqpy65FSqKC6kk3uVZvNU3BUb0lZ159Rmk6p6REuBV53mqU28qriQNh1HJKZarXLqqadS1TWJdNE5hsToelVi1O45NyhZI/OGGSxevBfTaEApMmPv4sUoMKTIzFhcW4wpLmQCw30xoNiQNgMWuysqpJOBL3btLqSLjiMykZmxeLHOPWUinWNIjK5XJUbtnnODpkGTeaPVqrBhw9FlV0P6TKXV4ugNG8quhvSZlrfYsENxIROZtViwQLEhnVpmbFiwoOxqSJ+xlrFgg+JCOuk4IjGtVosNuiaRCJ1jSIyuVyVG7Z5zg0bWFJjZnc3sg2b2OzPbZWafMLOBsusls6NWS1m9+jpqNQ0HlLa0VuO61atJa8pdS1vNaqw+bDU1U1xIJ/cae/euxl2xIW01d1bv3UtNU5RIgdecvav34jXFhbTpOCIxtVqN1atXU9M1iXTROYbE6HpVYtTuOTcoWZMxs0XAt4G/A34GXAQ8GfhSmfWS2VOppKxceTOVinZa0pZWKty8ciVpRbtDaatQYeXilVR0mJQJKrRaK9EplBRVgJWtlqJCOlWgtbKl3YV00XFEJqpUKqxcuZKKrkmki84xJEbXqxKjds+5QVt126uAk4D3uPvj3P0VwOOA08zsmeVWTURERERERERERERE5iola9peBPwJ+Kf8AXf/KfB94NllVUpEREREREREREREROY2JWsAM7srcG/g++5+e9fT3wdWHfBKiYiIiIiIiIiIiIjIvKBkTXBk9vvqyHPXAYNmdpcDWB8REREREREREREREZknamVXoE8MZL9vjjw3nP2+O3BL8QkzWwAsKDy0GOCWW26h1WpNWFClUqFSqZCm6fj/SZLg7tFK5eWTJKFSqWBm0eXmqtUqAEmSdPzdS61Ww91J05RqtUqapuN162Zm42Xyuk1Wvlh3MwMq1GoJZvHP2mpVcTfq9RZjY6Hu9XrvuhfLjI3VMHNqtXh5d6PVqmLWpNn8E+4jVCoVqtV43dO0QpKE593D/5PXvYJ7KJMklfHPMVndh4f7cz1NFZPVanU8DqdT92KZ/HNMKF+vh7q7U221SM3wajX8XamQZsuYUPc0pZIk4Xl3KmlKUqvhZvHyrRYVd5JajUqSYO606nWSep0/jY1xa71OtfC5q2Njoe71esffvdTGxnAz0rzuZqS1+C52/LNWKmA2/jnSW26Jlu+L9ZTXvRBj7j5lTO7rfq+2t0biCY5Tt97f+5iHdVO3esffk5U3jKpVaXkLw6jZxPVUtzrN0Sa+x6l42P8mnlC1as+bOCaekJJSs3bda1bDiMdky1vjn2+yut+SxUU/rqcDfXz6059i69Yxa+FeAQyzBPcqvfujJJiluNeyvz37O76eoJWVqQNjuDujo2Okab3HcWEs+13HbAx3o/fpVl53A6qFzxHf70E6/vluu+22vl1PMfvz+FT/059oAW5G3b2wBnorlhkzw9wnWUvQyspUs78r2d/jdXBnbHSUepqSmJGYUXXHgdSMmvskERbqXnMnKXyOadW967PeEjmO9Mt6ggN7fLqd2/GKT7Y5YYnhVQcHSw2v+WS7AsyzMkn2d733emKMsL8YGyX1NBwLJglKGzPcQn2tlf09SVBay8Lns8Ln6LHbK+4v+m09lXF86jyWTLZFxeo/1rXPns4+vvP45F7vcRy5Y8enqeoeOz7F9hnhc5a/nooOxPEpr0f+HpVKj/O9JCFNU2q12vhnrNVq2TXvRK1WC3enXq8zll1T1CPXFPnz+XeW/29m1HpcU7g7rVZr/DO0Wq3sOje+40vTdPzz5d9PrO55XPTjejrQx6f6n/4ULT/b5xFFKXScRzjQ3L2beppGr3Vn8zwiWj6r+6233tq366mX/XV8qu+tk5KOXx+6+/h14FTXfsVrxTtynVu3OmOjY9T31nH3aV/nAjhOy1tUuOPXubHjSL+sJziwx6f8pHPytszQflmtplk7ZUqtFq973pZZqaSYMd5OWanEy4f2yJRm80+Y3QY0SmuHvfXW/l1PZR6fRkZGer5nxzJ7ffD5xMweDvwYeIm7f7TruccA3wUemt3Dpvjcm4BzD1Q9RURERERERERERETkoLTM3X/X60mNrAny+9QsjDyXp64bkefeDryn67G70DUCR/rGYmA7sAzYVXJdpH8oLiRGcSG9KDYkRnEhMYoLiVFcSIziQnpRbEiM4kJiFBf9bzFw42QFlKwJ8i9peeS5I7Lft3U/4e57gb1dD09vTJMccIXh3bvcXetJAMWFxCkupBfFhsQoLiRGcSExiguJUVxIL4oNiVFcSIzi4qAw5XrpNaH7vOLuO4DfAQ+OPP2Q7PcfD1yNRERERERERERERERkvlCypu2bwClmdr/8ATNbADwN+IW731xazUREREREREREREREZM5SsqbtA0AK/LuZLTOzhcCHgbsDnym1ZjJb9gLnMXHqOpnfFBcSo7iQXhQbEqO4kBjFhcQoLiRGcSG9KDYkRnEhMYqLOcDcvew69A0zewXw3uzfMWAB8FPgFHdvllYxERERERERERERERGZs5Ss6WJmJwNnA3cFvgOcr0SNiIiIiIiIiIiIiIjsL0rWiIjMgJmZF3acZnaou99eZp1EDiZmtgI4HhgFWtN8WcvdN06x3I8D/+fub+/x/OnA3wGvd/etPcoMALvdvVV4rAHUAQcM2OPuSY/XV4GFwFje0cPMDgPu7O6/KpS7K/Bx4I3ufmXXMp4EvAr4V3f/yiSf14CV3a+fz8xsLXAo8El33znLyx4C/h54JPBG4Efu/ulJyt8NqM7wbXa6++gky2wAh8xwmXsnW6aIzD4zexFhKu117v7HaZR/CfA24Nnu/p0eZRYDlwNvAf4d+H/ALe7+r7NWcRE54Mys7u5jZddDRET6R63sCojIRFkjXBVIuhID0celzcyeCDzW3V8xg9dUCQ1gu7sbYc2sQmh8TYDzCQ3M/1Ao8hozezLw4n1pNDWzvwSWTFLkG+6+Z6bLnS1mVnH3dBaXdw93/91sLW9/MLNF87lx08wOcffd+/Et/gL46AxfcwuwdIoyDyckVXo5DHgKMBR7MrtX3XD2d/fT3wb+ALygx/Pdnkf7fncfAx5tZi929y9kj90GHA1cZGYnFpNDwKnAo4F/muI9/gF4s5n9vbt/pPA5ngM0s59oUgn4g7tvmupDHEyyBNi7gDsBdyY0ZM6mRcBRwO+z5X/IzH7q7r/sUX4TobF2Jp4CfH2S559BaKSdiXcD58zwNfOamQ24+0jZ9YDex2AzOxq4cT4fq8qSnbc9FzhrkvOjpwInELa/6UgJx7jJGmx3A/cDFri7Z50LzjWz/3P3/5rm+0gPZrYEOJFwLfDjWVzuW4G/Bv7O3S++g8u6N+Hc4Xe9Op1M8XojHCNHu847Jiu/IPvZNZvXAxKY2UeBZ5nZA9z9NzN43QuAFwNnFjsDZc9VgN8A33X3F85mfWX2mNljCdvyluz/+xJuyfAcd7/tDi67DqwDfu3ub+l67tHAC4F37Mt+ROYGM1vh7tvKrof0pmTNQc7MasCDgT1M/wZSFcJJV83dL48s816ExqULJjupNLMfAYvc/YQZV/wAyU5W7tOrMcXMjifcfOsCd//RDJa7v7+jVwDvAx4P/Ffk8VOAH85wmT1lB/T7ES5Sfuju/zdbyy68x0JC7O3t1Su9x+uqhHj1aTZKPB0408y+6O6Xdi1r0N2HI685FvhZVqbXcl8F3Aj8s5l9zt03Z4+vJjTITTjYmdnDgV4XfE9z968SekieCNzQ9fxSQhLnCML2fcBljUHfM7N3zUbPTTP7e+C9ZnZybN8zjdefBbwUeLy73xx5/nxgJfDEOzh95dvN7FGEC+vLZljHWuwCOPsu7wNs7E6+mdmxhEbg70x2IZydXB8JfHGSkR2vJWzLr3T3XTOpe/b69wCPNbMH7cdefv9OaJDeS0goTJV4/nfgId0Pmtly4C6E7SMlnNMsNrNjCEntsew98jJHZi+9V7ZfMUIi9mfZOhsjJGNuB5YTGv7fAPwfcCshEXQFIWGbfzfnENbr32afYyGhUf+KQlVfA3wR+LyZ3c/d3+Lue8zs9cBngZOAnxTKPxbYCmwys0VAI/sZ67p4+wjwRGCdmd3L3d+YPf5Jph7R8UXgmVOUOWhkDUoXEUbVbABeZWbr3f3nk7ymQdjuuo8rCwmNUt294VuEjhKJmb0Y+D4hTnola/YClxLW01RWEuJkqiRp/vz9gJumsdyrmfj55i0zGwTuFnlq2N1/X/j/M2Z2F2B1j3OGmbzna4CHuPtf78NrjwW+Ymbnufvnup7+InBPM7vrTM6pZFb8JeFY8TvgH2F8f3KvQpmHAl8G7tZ1Xnmbu++ILDM/b/BseXVCJ6Im0HT3fN8D4XgHIWH/I+DSfkowHsTuB1xMOB4/YhaXu5iQYJmNdpdnAu8A3k44P5mpIwkdDqbT6aTbfQjnQzK7biIk0NYA75zB6+4GnEy4Ru7g7mmWfFwCYGZPAV5PuPb8fXd5OfCyNrwPAIeb2WrC+drngXsC984Ss1XC9UvsOqlOOF/9qbtf1+P5OxPaROruXuwA9veE64dPE643pA+Z2d8Srg/e4e7XR54/idDJ65sz7WBgZmcCHzGzte7+b7NQXdkPlKw5+C0hNAbk08kUd+YLCAf/ETp7auWN32PAYGSZOwgNGJ82swf2uKiAg6MB4AfAcVkDWaxhY4Cwk+toTDGzvyA0kn++xwiWWf2OsqRRi3Yv6IHs952yhke6Hj88e7xCOBjf5u4djf1ZQulOhO18Qfbaw7LPdTdCguFe2ec4inbj3v5qxHsR8C9Z3fbl9a8nXKCMyxpTXgj8r7v/d/bwOwgX0W8CHlMoezTwMzP7uLu/vGvZNwCrCAmZ44AnZI+/m5DIeTrwR2Bn9jk+BDzczO5DaERe26NBJ79wfgPwH9nfxwOfI1yAQ4iR37n7n3V9tncAr2P6Sdj94SWE2NinFRbxM0K8fsDMHroPo8OWEJLTvRqmjgZOvCOJmiypuIaw3cROfid77RrgjWb21O5ebsDTgAuAw5mYfHsBYV3XaTfCxJxHSNS+zczeCXzC3fdm723APxNi7bfAaUDPKbQm8S3CdpDH+axz991ZQ5QTPu9UDY1OfLq0cwgXHEX3IfRohjAa5hpCI3jRd7v+PxzYkTV4fgrAzB6WPfeTrunXvlV8YbYefuruF/WsvPt1Fu6H9xngymx/PwpsISRmbs7256OEuDsue2n38eOzhN7c+XJ3mtlpwNeAfzSzW9z9PcADCDFWPKYUbaHc/cr+8M/A4wg9El9P+IxfMbNV7v6HHq+5F3Btj+feaWYfISTexghxemegYmb5vnoN0DCz49z96sgyWoRp+T4Tea6Dmd1GiNOpzhny/UOvBFGMGvLbnky2jXdZS3YeaGYPIjRifBi4PWtQKeoe8VwjJO16eSjwV2Z2AWFE3fhLafdY39JjBO1zgGOAhxHOG4ruRpiKT+v3wHsj4Vj8ejP7sbtvIJ64XZv9FL0XeDWMd0aq5cfxXJb4eRxh354/VixykZl1H3P+SLjfquy7PBl+4ywvN78Gn43j7h2t4yhhCtbbmdhu8NeEa8XiyOcK4Ti4kPY1jcxAtj1PZ92/I7v26+Wp7v61wv/5eXGvjlXDhTK3Ag8CLs7Oi3q1W8gB4u6trGPgdwgdc7cSrrkf7e5Xmdl/AveYxqLOpHC9amZHEbZZCCPMVwB/LLQn3YcwSvtDwPbC47/uPhZJ6U5l8iTuMYQOI7+ld+fgXi4mHAfeb2b/3SPhJyVTsuYglx1sG7HnzOyFhJ6mT/Ep5vrvWuburNfoNwgN0d/sUTRhGvcbyE5SnkWY590IPZY+e4AOCB8m9Mp+O/A3WX3uT0hU7KI9RcmyrDHNgcsIjaonEHogXdi90Nn+jgg9gWMH5C/2KN/dCHsh8Mquxy4iTDeU20P4zLuy9xolNP5tJEzvcyNhqqFbp1HfffG/wLmEJEXsO7mAMG3M57sez5NNsREOdyYkVD4N/DeAu19rZl8DnmZmf+7uP8vKPoN2w1uHbATCf2e9DJru/gsAM9uV/b85i+OU0DicXySdBfwC+Lfs+WrX6J/8Xja/LyxzSfbYWOF3w8xO7KpWftF9R0aI7DML99l4KbCZ0PPnDnP3S8xsA2E00uPoaviehqkuTPYAE0bcxGTrq0F7qqg0a4B7PiGh+aIeo3fykYnmE6cK+z9Cw///mNnj3f1/stEfdyaM7gA4KvtuixZndTgmSxb92uP323gUoUfvywn7tn80s/MI+6GLCCPxPgQM+ST3UcoaF6caNfNBM/tgj+de5+7nT/H6qXyZQjJ1GrpHngG8lpDkGiOMZHkAYVTJ32WPNQj79HOBe2dl6oTv+uGE/c1C9nHkWnaBcwTTGDmR7ReekSWBNvco9klCg1sCnE5IDldoj6yZcHGdHYueTDiR/0j22KQN+WbmzKEGfDM7l5CkvBh4bXYB/ExCR5afmtmTCyMhi7YT4mCUkPR/JSGZXid89+8iHDe6dSdifwcsi5Rz2r3kF0ZG1D2IkHz+eOHhqbbLhdnvBzC9kTVXoHP9ovz7fQ5hNOzfEBKgxfOOCwnnqn+X/RTtJXTg+HXhsbsTYqK7Y1TRTjpHSUN7lPsCwvrs2G6zBPyabLnnmVk+dVGSHSeOBP6n6zV5T9s9+3Fk5LyX7WOeT+iA8nLCOXx+rnamu3+i+zXZ+ttF5/Hm4YRRMdBuNP8+If4emz2fT2mZn/9spbMDkBGODxN618uM5d/xbN+HMl+3szGF2B2qY9ax7EWx57LrkOXurmkzZ5G7N82sCVxPuNbt9mRCg32vc9HHAn/FxJG3+XncWHZt0iB00hzL1vMuwnEmv/56KfBmQkJAyZo+4O43WrhP5S8Io+wf5e5XZU+vIuwz8tkDPkxoc8pna2kQjvfd54LrCceOotjsGN3nOA8kdHSSEpnZIbRnocn3971G3edtqc1C+4T36PzTwd23m9k/EdpkFk5VXsqhC7iDmJn9mIk745gfTDGS4Xx3f52FG1eOEXYQl5jZffJpQMzsnoS5T2P16O4dv8yze1KY2aGEE5BHZK9fRDhJfKmZnTLNaa32mbuvtzB10gvN7F893FPkuYRGmWIj+LsJI0t+Ruh1eQLwPnfvSNTsj+8ocwzhYJy4uxcSbX/u7tcUltPxeLZjrpOdjHUZJSRIHg3cXpxeycw+DZwBnDOdHfpscPef0DnVT4es1+kWd3/XDJZ5XbYdPM0677PxEcJIhr+l3fP+aYQLpn0dLfBqQtKvBeRTUeT3x2gSLpi/R2hMz02WqMufqxJ6yM54WrDZYmH49SCdF5JPJJz0/xB4ZmQfUiWcKNYJU3tdmy3rTtlyek13dw7wHnf/fo+65MtNIwndvH5uZpZtK0sI3/8Y00+OQrg46kiGdn3Gj5nZxyZ5/ScJDbzj3P1yM3skIQ6+a2aPJ4xSO6tQ7JtMHM5+J8L3eQlh2pPnEJIZHbJk0sWEnnEPJowe+xjtERRPcffJ7neRL6dlZgmhMbrYi28NIfnw/kgdIUwxtZ2pG5Sn44OEz5iPCp3MK7J6dci3dwvTDN2HcMFyCKGB+t/c/YLs+Qbhe8pX8PcIvdQf4dO48fMkTs9+XzJZITNbUIjlTVkd3w+c5u7LszILCYm+q4HPufv3pluJ7Dg67Xt0zRUWprRaR+gN/CPgGZ5NQejuV5jZM4AvAT/Mequ+p5hgzY59l2XL+mP22NWF5Z9J2Mbz7WsIeCud90VaSI8OM5k0O2/4jpl9w93fWnju6YQe+ttob29TjTZsEnpQfp2QAB4gNAAVHUVopLklK78/7z91sMn3XVdn51BvATbkI2PN7BWEERO/BZ5Eu0H0FODfgHe7+6+7lpnvv55OOOfaTUjQbyHsy39C+9i1m9CQkk8FeQihQ0hsn/o0Qo/Y8939VjP7A3Bk13HqbWb2th6v/eok34PcQdn55/MIxxOY/rlHbF0nhBipE7bZOnCrR+4rlq3/8Q5AMqumux/Ok6lVn8Z9X2bZTOqom9b3l9+7e8d1hZk9lXCsWQA82d33ZueshxfaUpYQkjXdDap5DHT3iH8VYcr0EQrnK+7+cTP7MmHE6H184gwAcoCZ2ZGE84H8enlJ/px3TUlvZnsI18a9RovnRoFfuntxZhaya9oz3H1J1+MvI8x8Utr9caXDJcCDu871/jBFW+6/ZT9QmInGzJYRzmencs0ky/+Yu794GsuQ/UDJmoNbPhz52B7PPw14G2GKnZ9Gnr8HYTqYfOd8OWG+3vFGy+z3vxCmGIHQwJT35jqf0Ejxyuz/F2bvVUyCvINwP47Hufu3s+TCPxN2JC8j3sNktr2M8B1dDeDubyCb59fMVgJXEuZw/a6F+cE3EXr8d0+dA7P8HWUnZDWy3pIz/WAe5qRtAnUzu5O7/6nwdCtb9j2K9c1cQUhaPdfMuu99k49kGfVJ5vvvI58kNNj9VfY3hAThv5D1ls16wD8M+K9pnJzeryu5lvd2/RohhnYRLrYvJTQEvpeQLMvnFi/KG2hiU1bk71ElxGD31HPnMHH6jP1liDBqI+Zl2c9knkd7OqGvko2YmOzEYoqTDgi9fT6clX0YIaGRewGwxsweR2QkWCQ5erxPnKbol4T9Yz6yJiH0on8w8B56j9DJe7BeFXsyG9n1F4RRa79y91cArzCzlxP2DUd3baeY2ZuAf3D3u0xYYG9/JMQihAbFQeC1ZvYHd4/t74vvdwih9/jFnt0DJdsXvpMQ06OxJK6Z7SaMZNk8g3rG3n8BIek0rd7f2cVsdCoAC9OAvYOwzlYTGkM/BrwrS/y9M/v/AYSG9nMJ++PPERJqjysmzrPe0oOF93uimf05cIu7f7br7ddkv2NTYOXLOwy4wsw+Bbw1S6y0smPhOA/3sHlf9t7bLcxTXLTb3fMp2p5JSFAUv7s3zafGOzN7GiGG70nY5zyne6Sbu/9XljxdT7g32N+b2fuBr0w1+ih7/S4zO9qzqQHMLM0eH2+cy2K5V6eTOqEDxi4zuwZ4i5ld4+1pTJ5BuEfc980sn3qzZwNctt1eDNw3O/a/iTACsHsKzeuBz3h2DyMzW2Rmi/Z355iDxPg2kyX7TiWbWjCLlfMJ58UnEs7pnkZIir2JsJ2/ObLM/NzNCaMr70y7A803COdUHyB0HEkIx/xnEnpELiBMWdkxNWPWEJzPL5+f16zOXtPKXn8eYYRqcdRhldCgd/0U34PMAncvdqrIz/fuZp3TF+cOyX4XR8D8iDANWlLojPU4spHiZnZXCo13BbH32OZ37F59MgUL95A7mbAtPpXQies/JnvNgWZmSwnn4E8EVpvZfT0+UlsOkOx87wVERsO6+1fN7EOEa54LCZ0MPwycamaP8TDF+ecJbRPdox7yfc4QodNH3tntyuzxXcASC/e1OI4wDdqDCffA+B3Qce4gB1Z23vdRwrnDQwmdI59O6MhxR6SEdqHu9TtA51S+uXy2hzkz4v4g91TaU4S/jzA70f0IHbC6PYmQpHkFoQNqg3bbALQ7a32PiVOAT8fbOThuezFnKVlzcKsDuPsvzOwetOenhND7Ob+B3G8IDXtLC8/fQjtJk7eavp72lDBOOLF4KmEnkF/g/sqzKdXM7BZgYeH/VVmZVvb/4cCLgfe7+7ezuqZm9lbC9DWPZD8la7IL3UMIjYG/BH5pZvXs4nwPoYE27XrNnQkN8r8mNMJVshPzhYQebimz/B0RLrg/nT0X+yg/m8Hj/0NISBTdnzDNWcxewknCzXR+F/mw2p8ws2mKpsXC/RoWA5fNUo+0zxHi6NVkjRrZuir2NM+TDbFhwN1+TfueNW8nS4a6+1YKN+HLGoJv8MlvQJ/3gordsyZfgUsIJ9gru157JAfOXxHiN18fnyScMD6d0DjYS50w2uK2wmPrCb1CWrTj6vGERrG3Ah2Jioj8YmNz4bGzCcPB817p2wgXzCsJFxujtE9qVhJ6QUNoaPsIkZ7lHqbHy6fII2uQPxdY5+6vyeL0nYRGzynvOdG17F+Z2cOKo9lor+/7ZkmPou5p0XrKeti9lvCd/Ikwjc+nCYm9NwOXmdnngTdEeoDnnknYXl4d2Y+cSbgZ5WTV+B7hfmD76nlkc6JPI2mXm3CSamZ/DXyCsO/7J0Lj9wJ3f3eWCP8OYaTkswkxfmj20jHCCe6lhCnrnuPte169mjAVQL6O/ib7vYWQgMvf+zjCxRVAzcw+QLh3VvdNGhcRtqHXAc8ysxe7+w8I51/1rga3LxOmpHw0IWmTb4/3J1zk5/faqBH2LVXCfVceRBgdOudZGO3yUkJj+h7CPvm/gL+OJGkhbHf/Suh8cSQhQfs2M/uUu7/AzAZoj4zMpwhcREiAPoqQ0Ht6IcGCZaM4s7JfAu5iYdrD7nsIVGmvw78j3NPik2Z2AuF87FjCCD9oXyTHRsnm3kOWwC9uNz0+9z+a2T8W/v8AUyfd54PiPvlphPWzIfv/5YTpzJ5BmEL2y4RzwnsTjklPioz2hM4GjnsSRrznoy0uJOxnvk3ogPFfhLhKCZ13vkQ8QXcG4VwBsn2Ru/9v/mR2HNgLfHdfOvrIvjOzuxG27fw6InH3W2mvx7dlP72M947PRstOWH/Z43lHjlinndh73I/e9+CSfZD1Sn4EYZt+BOFYm49U+B3Tu5/EfpNd6x5LqFv+c1/C8SwlJI/vSzarQXZNWyFcG89ov5G9Vx1Y5PF7dEoP2bXA58zszWb2D4Tr06cTzuWfRTifb9AeKXkmoUPuiRZG/T4b+PAk3/vGfBSehXugPCu7pjmR0ECfd+D6IyGR817inXjlALEwmv4dhIb1J7j7NjP7PuFa945KCaNye3VO1YiqPubu2/O/zSw/57zFI/eZsjBdP8CuHiOu8rbJH7r7ZPfDijKzfEYZKYmSNQe3b9Pe4X6e0HiZO6XwtxF69L2l8Nh5hJEH62iPOBnvHZT14PwI8AMP9+tYMoN65SeAI4QG2m1dz1eyn9meE7joKLI5xbNGjVcQTlAu7VG+u0H6tq7/7w1cvx++o68RGnD2Zo/FLtpfT2hAXEb8BoUVwrYca+S5wt27Ezh5/c8gZOHf6+5vn0Hd76gLCY0VhzALBwB3H7EwtPfVZvZYd/9O8fmsMe75hJEU07lHSvGeNdET46yRzpj6hpF5AjV2z5pq1tvqaELyqtf9ifY7L9ybxcxOJ1xEfDaPdwtTfdwDuDDSO7tjZIu7f7zr+Txxeyoh1valh9+96Bzmfylhv3Kmu+eN6flJTZKf0BROYiaNs2ydfIWQvDk7e3iAMM3VtJISWQ/Y4wiJIyfs364sFMm3z/8lbtIRJhbutfU3hGkk64Tt6O3uno+w/Fcz+wKh0f65hKkBPwC8MbLOvpJ9rlFCHH8rq/NqJn5XQ4RGxidnn2cBd/w+Sv9NmB4oT5xPR8f3kyVLH09ojHhKNnXEQmBh9ty/E5Ipfw280N2/YmZ5rBzq7v+XJc+/Rft+QhAaO0az1/6EMOpyY6Q+5xb+bhASLC+0cLPp8REu7v5b4G8sjJr5BGGqMwj77LtTSAAD93P3f+/6nG/K3ms80ZyV+ffs+RcSemM3C685pmu5MZMlBfrZAwkNEF8gjFT7IdkIvGl4NOHcKL/nE4TGzWJiPI+zexI6Onwf+HSWYMk9z8w+QkiArCI0fPyeiQ4hO0Z4mHrwWcA1hPO1/yOcv+WJgjyJUO9eSME/Es7jRrPy/0BIfD6gq9zV2Xu8lbB9L2Z2bmw915wJfKcwImsNsCQ7p/gaoXfrU7PnXuvu0WluC5z2KJpPEc47Bgnb6oMI2/EgoQPVFwjb9L3p6rRkYSrRd3c9dmfC6Lp8PR4P/DzW4GrtectjU4nKHfcSwvrcS9in3ETYL+Xn79F71szAnczsBYRj0yiAu49nZ7Pk7Ph7FI4BmsLmjsuPBaeZ2W8Ix4HcVsL9xf4buKSYnDezjxLW1Rjx67h85PrfmdkTI8/n9xv5g7v/c+T5/H2qtDtevp5w7FmS/T9GGH3xzqyOPy6cH+ZeQ9YWMFlHmR4dAHLXoREZM5Ylu15IuLa4gXDNP0i4v8yYmb2SMAr8rwnr7/nu/pts+34H4X4mZ3QtNraenkA4b/8VofPPIrLzd79j0/7KLMpG0z8JGM5nOCDM2PBUM1t6B0fDVdi3adCkf908g86NRR3TNJvZcwjHjpdnHQen45Cpi8j+omTNQcw7b/D8MUIPvdw22idTDUJSoNijfXN2IOieaiX3BkKjUp7gyRsSTjKz52Z/341wY/T8/+OKZbOLxFjPjVcSGhC+2eO9Z8NNtBsev004if5F9tifCD0Vx7KfBVldBgnDxvMT8PxGrYcTv5HvbHxHu8iGK1q4MWw18j55I9yfiDe47M174XXp2KtbuHFk6u5XZO/9JTP7N+DNZrbFC/e6sM77v8y2/IIy9lnuY2bdN76sEnrE/4v3njLpfYSE3FvN7LtdIxr+gdBY9eaux++IfEquqYaG5j0oi1NWHJX9bhAahBcTknHd06Tl0zUdMBamT/g3QsPj2YWnXkRItuzryVzx3j774r5MHBb+DeDZZla9Iz2Ls2TetwgXUH9RaNzKf093vu+jCL3nm4Tvajvh4iqXN44v9onToP0Dk/TEtXDPi88REnsfBd7p7r/PnrscuLO7/5m730RoSP4coVGhHpv6KLuAH8le/z5Cw9MHgT8nHBtuzp57GuHi/lx339C9nH3lYSrCKXt2ZcmVRwOv7O5R5GHamDMJjat5wvALhOl/hggN288mTBl1ffb8KKGhYWG2jF+b2QOLI/y8fR+cyep1Mu1e+TXCPvwZhETcejN7qHdNR+PuPzOzEwv76gFCT6dTCo1tHevKzP6ZcJx5USwJ2qW4DeTLuQj4caTse5k8KdDP/hH4ortfljVK34ns5qvu7lkC7gd0NmZWCcf5ve6+0cwu8PY0f48nbONnEeZ5P47QuHFTtryzCcnr39KeqvIthKTPcwgj2Hp1drgThXXq7juzmN5ASDj9TeGYlMdgdL1YmKJ1UfZZFxeWXwXu2lW8mj2XP14BlprZUT7FFInzSI1wr8CN+QMeRn5bto5eRhiluYFwv6zzzezZ2f8/IxwjL+vazgez528jHNOfTxiN9x1CfJ1AGLHzA8JIvcdn5R9rZqcV9kNvJzQS/5iQPCZ7vwXd+6UpGlXPJCSIZRa5+3n53xamEc4bQ/KVE5v2ttvR7j7ekS07D8mTrl8jrO+NzGxaGk2BNk0WRt4eQ9jGH5T9Pp4whSGEa7efEabYzJMzvabGhdAIn99/L3adkTd2PY74OWWVsO/fQjaldhYTDyzUb2X2f35dcRRhVPEltJMzU123bSYkifPpFIsW0Z6R4LOEc9iifGSN7oG2b55N2K9f6O6jFu4bCeEeqI8mnLPfldA56r2EpO0Sd/+EmZ1KGPH+9+7+ATM7irAu8lH5y8zstuzvTwDv8HCfs78nrO8r3P2mrOPcOuBtHrkflhxYHqa4A8Y7geb3ob4v8BMLI/j/gnDe1yKMljkkaycxwnntAsIMNsX9SoXQ9tQ9VeYgYdaY7sfzJLXahfvXQ4hM+044pkzWNuOE/Xk+XfchhHONBb1ekLVH/h1hn3QKYUSelEQb5dzxCEIv3VxxdMECwqiM4o3P99BjeqysUf91wI8KWdf8gvD52U/Rp6eqnIV53Z9F6KX41Ow13fP/z5rshPWbWW93gFbW2DchQZQ1Vt4VeLH3uOl55DWz/h0RGku7ExVFt/V4/D6EXrqxxxML98o4i3Ci/1bC/WpyLyUcpL9iZu8G/jlLIF1kZncBnnUHe3fE5DeAjl3Q5MP4Yz5Cj4Zzd/9t1tP5pYTRB/kUS/cgJDy2Ehq7p2ORhbnrIbupedYo+CTCxdge2j3b7loomyeV/tvd81Fj+cia2JQVDcKF0Riw3tv3DqkS1sl9CRdUB+QC3MJIsa8Q9iOP71rvecPmvtYlb1y8p4V7LE3meu+8J8SRhAuS7rmaP05I4OxzAs7CVGf/Qejd/APg7EJjWH5D+yeaWb5vzU+OG8An3f1HeWF3/x9CAz5m9l+0p9zK5SdGu3olAsys5pGpAT3c8+IMQgPybV1PNwgN/8XyG7KT/Nj8tsX3qxP2B/9CaDw+izAy5feEkWinEm5237On50xk+xTIGten8ZKVhAbxl1kYNVMlbFOpu9+SJT7GT17d/dVm9lDCsW03YYrHhYULkysICfl89MlvZpqUzr6zDxG2hU8Selnj7lstTDv1HkJj/uu6Xtcgm34ke2gJ0D1ybyzrVb8ni4PHAZd7uClsHWgU9i2TyRMEl8R6eJvZ4zlIp8vJkiyXZX+nTGOEbpbM3V34f0/h7ysBzOym7P+fdb3258DPzewcQqMZwA7CtHrP9Yn3MSJb3gJCo1pHz2Z3/6aZ/ZwwtV1xmsJ8v9jrvPxCwkVTPqrGCCPCmoTRRUWHEjriPJNwXpKPtHA67/01n7UIDazfNLOvEDrDnEfY51QICfy/JXTwOZ7QM/7ZhFGLRxFiMD9XyTvZ3EY4r/0KYb2/nLC/+gJhlOY7swa0VwNbs2TxQ4Db8/1+tm3+PWEata8W3uMUQgwnhHO7rwNvJEzV1i1PTnY3tsr+kR/L8gP7EJ2d54peRugAcTuAmd2LsA6Pp73tv5ww5VFq7XtjdiflppMQkggL00NdSWfnuNsI9yS9njB996fc/YXTXaa7T9r5wczeRVjvT/H4SN3u8i8ljNAr2k5I7i4k7Jf+NnZ8n6Ke3yB0dIq959NpJ2t2ufs/zGTZMqURwojX7obV9xDOLb5NuL/vtQAW7sf4MTM7j3Adex/a5/TfJzTc54r3TXpnYd3l5zPHEe5X8VzCdcq1hFFY0gey6/5P0p56fln2+yRCu01+b9XFhOPEO2if1y0gJOCK7SOHEK5re42w7/X4oh6PS/l+3d1pEcDMYlOfjXP3W8juy5jJ2xgmtKdl19nPI3RyXgHc291ftc81llmhZM0c4e4v6X7MzPYQNrorPUzFMuUUUFnj9n8QYuMmM/syYWqI/ELhVbSnD/k64aTxsdn/byT0eo05nNDY3iBcFH+ix2iQ4kXJ19z9qVPVeV9YmIf4cYTplc4m6+UdGdXxpe7G0f34HeUNbPfuevw1hAu8Y+gcjXIGYfqMCY2NZvZasnutEObE/QKhAeDqrDGw6HmE3tvnEIbo/5TQm/23xLP4+9Mnuy+QspOYQ7pHI0T8E2E9vMPMLiYMM/8I4eTjDTMYVXMvOqfL+yUhbr8aKfvy7KdoPHnm7j+ka4RTzsyeQRju/invnGf0PNox8pVZHA3Uk5kdSrhQPZZwcn/XrLd/Lk9cPM+ym2zTnrZhAXCRT5xuoShvpO9OuMTcic4ef3lj1ZUUpvtx96uzEQ4nZAmgfEqBYm+iPMlyHwujhn7X9V3/kfY0F48mTCW5J1tWPhLmIbRHxOUnxw3CjYHHkzUR3T1iP0LnBdVWwkXaR3u9xsz+gjDNUj5NYmzER/6ZYxfWlazRuEHoSVe86SBZT6xPZT95Yuw8QmPFYYTt/9kWpmD7CmFEwx25if1XaE8HMhPd+6HP0nnyCYyPPvgGYZ+b33erl98R5vifUpbIfLC7X0q4cPpzwg3Hu0cHvp+QqD/HzP7DO+9n9WjC/Uqe7u4/Jqy36yNvtwm4n8XvSfI9Ojtd9DLpPsPdnzGNZfQ16xwtM2Xv8yzhvpAwzeWMpt/MGtTfSjgm3pNwvPwinTd275bvV37XtaxXEhI1I8B7zezBWf3z/WdH4jXn7vk5RD5N1ocIjS6nuftPLEytcyd3/1y2vV5COOd7mev+AlHu/i0z+wRhZO7xhClj3kE4P/0/GB/dt8LdLwEuyZKudydMt5lvl/nIiiahMbU4JV6+IX8zW177ifD3M939K4XyWwlxtZYw8iav6+WF1+X7gK/dwf2xzK585e7w9mjOzgLt3u9NAA/THA0TRmJBaMj9eeS879jC31vpvA/i05j8HjnS6RrCCJOrCPvJ/yFMGeTZueOLS6xb7ruE8+VvE5Lx/+PZtGtmlieRZ1s+Ne1lhFEcb/ZsBLfcce7+n8B/mtmhFu63mI/UfRChs9hG4OnZcWEJofPUEuC32fVVcXr7MULsdt9XdozOTnWXZ489zML9UF5MuO55K9IXsuuLzxA6dKwlzJQzCOPTin+8UPZzwCPdfVlkUePc/eGTPS8HpX2dBq1bft46ft1kZicRrl3XEDoj3064zt6fMyDJNClZMweY2XeZ4kbwPTbwV7r7hYUyRxIu7g8nHOyXAo8kNN7lFwKtvFdq1mibFv7v2QDi7tvNbJBwMHoX8G0zO326I1n2gz+js5H0Pl3/575PYUTL/vyOaJ9gLex6PN9OF9DZ8J/35Io1zP077fttvIXsZuKTvHduF+2b2r7uQCQKppI1ZO2aRrmdZvY6QqP4Vwk9G59AaHj56gze8leEBnoIJ0kPIDTK3jv7vZeQ4HofoXdSfpPxKqE3y3Qvbn5HuEg8r+vxDxGSGz8gniCade5+u5nlPdTvQ0giFNd9PjKmOPVisVfP1+jqQd5lOWEqwb+fpMzbgMMiIweuJJzA/pRCssbCkPH/Jmw3+Y1+B7N6XUU7Zoaz+tUJSc91+TLc/Q9Zb8LfAtcVkxlmtjJ77ze6+/smqfe0ZCOVxkcrZfvkm6dobHsYIVmbT68RcxdC7L0y8lw+bcWhhHgtfr4hwpQaNcIFYf7dXUk4adtA+O5OJCS2nwCcZ2bXEEbgfWGSevfyYkLDZp4QW8zk2/YbstfkCewqYf84IXFrZo8jjJ7bQ9iH/dbb06MVy72SMMXEP0wxSiXf1/4/wsX0FWa2jpDU3kS42D2n+AIPU7O9nJDsfQbZCJDMownHjestrPx705m8y51Ge0Tdtwjr5zTC9xabJnO+yntH9zq/6dXz/NH0GFUcY+Fm4l8irNPvA29196+a2X8Dnzezh7j77yIvXZ79Hp/uL4vRdxE6c3yf0IniJYR9ft5jrjhCursuhxO2zdcQtpsnu3uekHxx9trPufvPzSyfRvNXFu5ddZFPfc+V+ejDhBE2q9z9iVknp3/sjqmukQ2fdfdisjgfNdkibLtVwrEun7rzLwlTEh5HO/G8jJBM7p4u8XoL0yXunOTC/LTsvU6yMMq72y+6EsVyYMykJWW8rLv/JYzfeyaqeJ6QxUXxPohqUJ+BLMka2276Rja64oEH6v3M7AGEpN+XCOdHPyZcm0zoCCozY2FU9FmEnuonEaa6Wkjo1HcN4X6gx9HuFAahQfVW4IPuHhs9OUYI5Y7rgmzfMN5j3sN0a5cR2gO2E5K+Z3Z33JJyWJgB4VOE6+7VtEfDdrcDTXd5u2lfL042RWr05YTrjAbwIXc/Z4rycmA9nPgMO48ljLyfqSdamEr8MYR90C2E5Mx/AN/yyBTqUg4la+aG3dnPg7sez3tbvYDOe8c8gHBCdlv+gJndm9B4cE/CVA8fJPTI+CXhJONDM6hP9MbFWcLia1lj37WEUSaxZM0vs9/7ZQqHrMEjn6Lm0bEh6da+h8DewmP7/TvK9BqeetV0F+7u24HHmNnDCMmatUydIb+c0CD1XGDBFA2ZfcndP2pmjyGMWDmecO+mV0z+qglSb09Jlp/0VoBb8tEjWQPJbkLSb7m7b87KTZgyzswWEXqsxXycsJ66H7+C0Hh+L8I9Ng6E04HR2AHazL4KPAW46z70Sl9AuED4trv3mhoEM3sHoWdzh6yH6keyMsXH8/uF5K9vEBowbyI0nt23e1RcTNbbbb/JRvEdSbiAyuczz0+iD896chohxqqEE+Xfuvsf3T02fV738jcSYnD5DKv28axew8BOz+7Vk41YeB5wL3e/mrBfuBx4S/ZZziA+ImRKHu5Vk9f7aYS5tZ+YjViZwMxGstf1fD8LU6u9N6vzzwhx2gCutTDF5dvyHvDZyJu3EBoiJkxfZWYrCPu/RxJGWUEYYXQ+4VjwaUJ8Pd3DDeNjn/GHZnaCZ9NrFTwO2OjuN5rZfQkjyK6JvP63hfokgE0njgvfxYsI952a6/Kk+igh8ZdvUw8hTCdR7HkOYV+xiCmmfzOzownH8z8RjunfJmyXz84ez72EEG/fMrNHRRKDD8nqtTVb7mmEkWU/BF7h4YbClwFvMrNPEXq77qGzwSav0/0JSYWHEbbX9xCStB82swdlx+o9hJF0VcL9Ft5JuIfSRYTRtW8ys03AqboI65DfSyKfMvfRhO8y/47eSEi2rCqU704WD2a/884cENZR3rmhQYjP4ki/fOcxYVpQn2Tq2ew49xhCPPfazh/f43HZv/IOVNOZoqwxxfMdbOI9Bor3QbzbTJYlUpSNOv0AYZ/0Lnf/qZl9CXixmf3A3deXW8ODW3asX07oPPEjQgegDe4+fq1vZksI027+32TXSQWT3Uuz+7mvEjqJ/DnhGv+T06y67EfZdvdvhI49p2fXDvl9Tvf0fOHkTqI9XepMO9sWp/m+bR/fX/af//P4NGj7mtR/FaHD26cI7YM/mc4sBXLgKVkzN7QIPSw6emgXelv9pqtXVj4NVrEx/g+Em0+d7e5fN7MPZo+/nnBikV9Q/ouZdcy3ahPnUq4WnrPCVBEQKnqdmf2KcE+OCdy9+6Jk1pjZUwkNv4dP8yXFHdd++Y6KxQDcvaMF0MJNpv8RWOSFufYLCaXpuCVL4PSUNQzmjeAzapDvM1cRkjUQkidT9d6fIDuxfhBhmqTlhB4HLwM+nSVfHk/oxX8kYd1PNa1QbNTWdDyZA5Ss8TCvKWZ2GHCMhyncoixMm7bM3X/Zq0zBakIjRuxG50VHEkYa7au8kf7JhHt2nUeY4rBsf0NoOM7v02K0G/deTbhA20PYJ+TJmldQGAFUZGarCVNb3tjj+acRvoOX9mqUzRqkFxMaFgeAgULiwQgXEOfbxPsLGWHE1wIzW3wHe+ddQfg+Pm1m9/cZ3jumYITwvX0S+Ht3321h3t0vEW7U+1Azez6hQetbhEbYZ3UflzK7CHP13kxobP2Mu/8yu6j6EOGY+fhiQiWmO1GT7U+OJ6xrCLHqdHaiuKMOJYyGWknv+yUU63Skux+0N43MEhSXdz9u7fvU/b77nKiXrHdjPsXItYQGla8SRu4dQxh1cVNXsnibmb2EMH3FD8xsddcIm1OBzR7uN3U2oeH+GuCp3r4R7BsIHUDOdve3WbiXzcOyOh3v7ldl7/VzM/sxYbv8nLvvMbN7EkaEfMzMthOS7YOE48UIIYaf7+43ZOcqzwd2K1Ezbml2nvak7P+rLdy75gov3KPLwrRVrSliKb/J8w7aSZgXuvvnsmV8Clji7k8uLHc54Z5FM2q0d/cmkfsOmdliQgen3xISjHJg1Gjfny5fl68jJGZjXkpoJDmkx/O9dHfimrIjh8g0vZUwPe3n3D0/J3kV4cbmHzWzq919OlMYS29vAt5M+/w6pXObNuDthOvKjvM3C7OnLOtqG5lsFF93Z9ANwLsJ58nP73HuKweYh3uSPQ24S36uRxjhAJPPVDHZMrfA+FSpF8/w5T9x9173DJYDxMK0y/nsCk67veDPsvaZbvlo/LwDR42QdBv2bDrfHh7v7t+Z5HnpE0rWzA0pcGgkIZD7QY/pFMYb5LML+Kd0F8h7+GWjUSBMr/WD7O9XEhphL8j+fzLhwreWveaxwJfN7PHFhl8LlRlkHw9G++jhWSPnecBvCCdF76H3dzPB/viOutwpW053siq/mf19uxpP895005ka54vT/ZwHq6xX+QeAZxF6FN9K6BF7pZm9wt0/P8lr701IujyW8L3+mtAw2yTE6d/SXqcvJayTjxDW2XfN7Dne40bT2TD0MeB8d39j9n7vIzQArsz+fwdwhrv/Wfb/quz9bpv5N3GHfQR4gpk93yNTXWUN118HVprZE9x9qgRL3kDdc9osC3P23omu+ztMV9ab/A3Aj9z9SjN7I/ABM/u6u38vUv4YwjbZpD3ipduds9/PtYlTzRjtKbk+5uGmrb281d3Hp7ozs/MJMXQoIUlzPfCQ6YxkM7M/I9ygNDWzh3dfQFuYpvHjWd0fZOH+KNsii3oD4QbpeQIpdyjthsDXEab5Kvbkye/7sZDQA32ye/ZMKmtEHiIkMt+Y1WlfltPKYjUtPLaHcP+tLYTh4VcQpnrbA/xFr2SLu99sZg8mzF9fXF4KrDWz1+dJzRl6IeF7/lrWM/6lwA/dfbJ7nkxXfvL+ScJUCi9lesfWV2dJin8oXCjOK9m6+Bmh48jvgXMJ02b+JjsmPAl4lYd7DE3g7p/NerX9AyGG/y5b7l0Jox/y4/4SwtR5TyyOknL3H5jZ92iPCvoh8HILI9i+YWYb3P1vs7Lj96TK9pePIRzjnkWYu/56QoxdTJiCawfwWDP7ZPae79+3b2nO2kk43i8jnAteSkhyTJrAzI5/DaBeSFbfj3AM+SNhe0wI96f6RPZ8A3AL0+DmxxrLys0oWTOJFxAS7+9RY9z+Z2Fqo38lmwbXzN7p7q/LHk96rQMzew3wWp/hCOViJ67sWu9Mz24uP8OOWzILzOxZhM4d3/I+mC46xsxeD/ynu08YwZs9XyV0Ing1YRaC8WmKPUxd/nzCFMI/MLMnFhI5MkPeHrm+gNCZsHv7z+8rN2GkJWFEcHeCvg48qke7T7HD7CLCPVAgNOAeWnjukcBPsw4AUoLsWqR4PbIy+x3dZmcg75TzJsI141QuLbxGyrWBcF5YHB21k3A/1l52EqZHfg3tEVL/zuTTWE653ZtZbabnKjL7lKyZO/ZlGrSZyC8of+LuHwMws78iTJeV/18hZHjzi4rLs9f9q4VpQvKTkecRppz4YuyNzCzvwfhdd3/ZDOs5YXHZ75cQdmb/z91PtDA9GEz8bnL7csPOffmOipZkv2c6DdqiadTtbMJog8lsnMZy+o615wN+KyGJ8klCo9lewonKPwKfy3o3vw34ZuTi6kbC9E63EBpuvkYYCfIx4GGe3QA46818LuEC7X+yx75M6H12q7v3mmpuX0+GJxvqPuvM7E2E2L+KcDPzCbLeQJ8k9MT7rpk9xXvce8rMnkCYX/9b7j7ZCKG8N/y+Tn34GsLIhVOz/z9K6En+BTM7KZKwGCRMS5VPWxP7nvPj430JDXpFFdrTKvXsvZQ1/H/SzE5191ss3B/nNYQk7vsJNxN+FuHeF2cUR85FlrWE0Fu3AfxVrKeju/8xSyx9njAn+2VZQm1TV7m/IYz4KS7/EYRpo35KGGXwBUJy+dOEBv39MTz6IsJ6+FaP5+81nYXEGkuyxNYAYZu+N+EE+G99ihGGXpiaIvJcd6Jmygx4drH8EuB/Pdwj6a2E0XrnZr3rHwE8ldBgf3vhdTXCsSI6giorY7RHBqwA1rj7F7LENUxy/xNCI+OjCKOP5iV3b5rZekKS+BOFES+4+6/N7LEepjDJO5jck66pJdz99Wb2E3f/euHhvyfsHz6VlTkva8yNbd+nF7at/yCMqltP2Od0dMQws1OyZT+BEC+fAp7i7lvN7N+Bu2cNxu8mJFs/ALwxi7mLip9PgLDv/YO7/97M7kfYt/6thRt4d4g0im0Anpj9vQrYkl3U/oHO6TmfTlifbyQ0jP4Z4VzjocAQ+zCFVRaPGwg3If8woZHlZdl7RzuNyOyxMIrpK4TOQFsJjSqvtdAj9p8ISdeoLInTq/EjP5cvbqfTGYGTT7+mJN3sqU/x/NMIN4h/I9O7WXs+2mE2e831rGN2rfly4G1m9kh3/1HX80cTzr9OAW4AHtt9fuPuG8zsBYSRID/MOpVd4LrfyT5z971Zx8lW1+Np9nhsG451KKsRpmB/R+GxOxGuKRow3oH0a4S2oecRzvU+bWYnZ51PLwR2mdlf9GvCcT4xs6MInRu3Ab+0MINFAjQnWz9ZAnCBZ9O0Z/Jzyj/6NEaYW5hZRY3yfcDdJ8z8Y2ZPAS6NdRY0s2cA/+2RKdJmwYvN7NHAOa57XpZGyZq5w7t3yDb1NGgzcTNhLsxiT2CDjptkfoTs3hLZ/7dmPacvBLaY2dcJ86yfQZiqo/vG6rn7Zb+nNYXJFB6T/f498Cgv3DMh85vYgcz27YadM/6Oitz9r4G/znrlfpJwgg3kcgAAEspJREFUcv/XxZ1zdpH+TUID3ht8+tPY3DjVATvr9blfmNk/EqaeaxHuX4KZvStS9MTI4zWynqzAm/Ne8VnP5zWExqu7E3qnvMDdNxRe+09m9g3Cd/5w4D8JN/j+bPb3Tz3Ya+E+Ex1DRrMLnvzvBiHBWCdMEZB7KWGEwX+a2ceA98ca0vudhRuvn0tI1DzGJ5k3390/lcXLp4ANFkZwdDS4W7gx90cIiarXTvH2eaP8VMma/JhV7Dn2eEIS7mOejeDLLnyeSxhR8YOs0XV8yrYs0TbpxbiZnUAYofVP7v6+KeoVq+d9CdMoXQbUzOwMQkPaxwmNqO8nJBKeSOgZ/10ze65H7s+SXXR9C7g/YQqvr/V6Yw/TM52Svc+zCZ//qR4ZYZQtexFh/byesN95GaHH6GWEhsAvEu6r9Dp3n+mw+klljdRndNXnCEJD5J2Bo+nsddZddyMk5Q4hJGrvShhd8iDC/iYlJKn/tWu/MFvyGJrsXGoNoUH2sxbumfMqwnR/nyFMRfcxwjbyj3kjiJn9MPsMhxD2U738GWHarL2EBF5e9lbCOhwys5SJ94K6D6GR5lqmnp6w75jZWsLxMXYT1fz84dQs4ZWrE44jdwaucvf/AHD3N/V6n0Jy4xDg54T1OGHqtWKiJmsEGwK+Xzzm9krEFpOg7r4xW/ePzB76RFfx2wiN/G8CPuphirUHZcfXvyRss7j7TcBrzOzjhOn71mWf/wO9Pus8Mn7s8M7pCn9Ldm7SpfueNRXCd9kEMLMBwgidCfePMbM7Ezp/fIL2fuzPCOcMLyXsax9Ge31P17JsOY8nJOW+Toj7N+Q9uGX/MLNBQkeWBxOOsWsJx5lXEs6fLgF2Wrg3528II9xGCQ2uFUJCZglhHf7Q3d9qZk8mdFo4PStXPA8dmKQuRxOS9c8lHAO675slM5dfbz3WwhRFse90Oe0OFtPptQ7tZM1k9yudrryOZ5nZ9cQ7Gz2ecLy6gcK9siyMvn41oVPAQkInvWf1upb0MHr0l4TP+f8IIz8/Bax398tm4bPIvqkT7m35ifyBLIn8l8CvzOxUwjnmEcDT3P2bZvZrwrSr37EwreoJhKnvlKgpUdap8dGETqeDhCmsEzP7PGEacaxrZpRI55Fh2h1+ob2fOdImztYSM50ZWuQAy65xX09ItF5K6GBXfP5kQsfKW8zsZT7JDDIR0zkWrSTMwvEewvmMlMHd9XOQ/xB6eN1OmFu9+PN6wsnk87sef0b2+F9NsswdwLuneN/vES42pqrfMwm9tf9ESNK8mzB/d6/ynv189Q5+LzVCY9Ru4ISu507u8d10f3d3OxDfUaH80wlJnzFCD5kju56/C6GXZko4OL+W0KOi1/IeUfg+p/Pz+f0Uoz8hXGD8kdBwOJOfP2av3QMcny3vi4U67yBM17Rwilj4G0KPlfx1e/PlTfK6L2Yxe2i2Lh14WaTcUYQLbAeekT32F4QRTfk9Sb5BuPn3iwijMX5T+P+bhBuX5/9fkC3rbYRRQmfsj/VSqP8bsvfbAhweef6n2fPVrsdfkMXiKHBSV5xuyl7zkineexD4r6zs46coe05Wbmn2/7Oz9XhJbP0TGtGa2Xf7mBl+Jydm7/XqGb7uLoRRfE5oHL0TofdbSmi0q2bx6ITGtfy9/kBoYH8DcEhXbP2W0DC9puu9jJCQuj5SDyOMMLoCuGfk+SMJ0zfdkP08sfDcnjzOCUmPL2f1vYJwof9n+zkev5rF4r8S7p80Wdm30blN/4yQRHxJ7HPPcj3fmb3viinKPQo4Mfv7EcC9C8/dB6h1lX8RoXHkb2Nx3VX2hcBpkcdfQOik0Gtf/3/AKfvz+9mP3/tvCVO93ULY/0/nZziLawfetw/v+RxCg+zSKcodQkjGrdzHz7aCkEB7f4/nrev/u2Wfawtwaqw8YQRJvez11g8/hHMsBx44zfL/CvxukufzY9Ijux4/jHAMvJbQiPKsrNyZ2e/rCMn72wgJobdH1u2reu1fCMeQl9E+1jiwtuzvd67/ZNvT+7NjTPf6Gsz2ux8ldNT4VbZ+msT3wY/KXncM4Tz368DqrmV+jWxATuExz/b7h2Tv8VXCyIjSv5+58EO4xprO9dKFM1jmB5nGOe40lzVIGFUxVf32Ejr85a97JO1j4K2EhE1lBu95PuG4O0x2PqOfGa+7Q6cZW90/N3Qt53DCvU5i73EhYWTF74GHdz33DML1mhOuhydc7+nngMfEULY+rqVwLk/omPOXwEMIHUlibVXHEDp2PbRrmafsQ4x9r+zvQj8d6/Cw7JzACecTy3qUexJhdgAnXDcumWK5z83KXgQ8sEdM3Z9wrnxrth+pzfbn088MYqHsCuhnFlZidjK/Dz9/M8kyR+jRWFAocwlwWdmff4o63oNIUoowXdJ0vqOejX2z9R0RLv5OJ/RwckJP8GOneM2fE3raO2Gu+mfTdeGYlfvLrMwrJjnQ5z9/4A4myA7gen00YfqJlwKHzuB1NULy8FtMo8GO0Avpxuzv5wMfmqTsnYG3FP5/D6HxfQczT1LdlB0k/0S40P/OfvwuDyc0HF0L3LXw+D2zz//zLIau6/H61xEanRrZ//cnzLfr/P/27j1GrqoO4Pj3ty1tAbUUQSFVi1FRMVFjBQy+EE20UXwhogZR0YIRE4xgUEkEJICKigr4BFR8YaIYFTREpIivRDS+iI8qSiUaoFQopbTQdn/+cc7Q6WXuzE5dOrPd7ye5mdl7HvfM7LZz5/7u+R04raXNI4A/1ON2LmT8a9Dvkq1B1Eez9Qv19cCiPm1eRvlyMskQF7MoJ8pJyS8/zPv5cMod7p+oP19Q+7n/Yhx1DQPKrJ1OuyWUi7y3Afs3+jwaOLqx73K2Xoz/ZctY5gB7Nfa9lDJjaAslSHMijYAAJTD0rsa+Z1JOHDfVY17X+Z2Pcqvv93Mpd7vOGfV43MZ7owRPe17kmMZjtN5A8WC9plG/rzNlo6wXkEw9WHMRcHtL2d6UgOENXf+370E531pDWftu/7r/NfW4z2HbGxsWUm4E+W2P/t9b2zyxz/j2pMyA3FLr/ghYMur3eWfeKOfsQ128qJ/F8ykza+b5WTXeG2Xm2sGUmW/N7SBaLpz16e/i+u/zldM0vl0o3wN7je9ZlFkTDzgvptxwcHbzvHCI4y4CDhn172embpS72Qd9F29uvwLWDHGMF1Fmp+/TUr4/Jajc+r3JbYf+TexJmQk3bZ8JlGtKSUn9PJX6twC/GPV74Xb/7+PI+jvZTJmx2/dvo/4NdW6qXNV9jtmj7hMogfypXAPdSOMmUbcdv5kGbeewK7A+M6eU3qyuaXA9fabXU+64GLSQ8jzKl4+xlZn/pvfaOJ3c0C/IzGubhbF1wc5++aKn6z06kJKrfjUlsDRwPaHM/COwrOZDvxA4kzI7oTmeTu7LqaZBWzDo2OMgM1fQO2XJoHabKVNGWxe7b9Q/rOv5pdQ1CFrq3kFJE9D5+d2UWQhjLcui6i8AJjPzlq79N0fEBkq6jispudh7tf9wRETWswDKF9z9gFMy8yMtbW6LiDsoJxjXUC78X5SZ63vV79Kduuzy+vMxmXlPn9d3RU0Ldg5w2YD+u3X+jxjq30RmrqnvZycdzUmUIOjVXdU6fc7varcqyoKfj8nG+j6Z+dUeh/od5YT8Klr+zrKkWGrmsV1BCdacBXw3G2vR1HR/c2j835dl3ZuX15RsRwDX5xgsTJolXd9PRz0OzQyZefcOOMYOTUW1I17TTmTe4CrbWED7Z8B6yrnbjzIzI+JwyhfmuZS0aCfl1rUar6PMtLkGmGikNbmVkk6rqbP2VOtnUJY0uW+vKe8uoXz+Tue6GGqo5zpDpQ2un7MPxrpvehBkSYn894EVp97fA9YJ/D/720SZRTxsu0/8n8e9gxmYOnVcZEk5NmyK94OGPMbVlPXM2spXUm7O0xion+Ft63Zub59XMcR5QGbuM53H1/aLsj7t6ZQbWQ/Nmt69n/o3dERNiXwyfdK8Z+bf6hqNB9CeCm2Scj3xD/2ur2jH6NwJphms5lCem33WmNC26oJsi4D/jsMFx4h4GrAyy6J/w7ZdRJn2+M/pH5lms7q+1foc8oMiIvbOzNUD6sSw/WqriNglXTBckkaq+7Osrv22IjN/P4JxzKekJ/r5wMqSJEkaK3Xt1k01OD5s270ys3mTpmYwgzWSJEmSJEmSJEkj1Db9SZIkSZIkSZIkSTuAwRpJkiRJkiRJkqQRMlgjSZIkSZIkSZI0QgZrJEmSJM1aEbEsIn4dEa8cst3eEfH4AdvCHu0OjIinDHGcsyLiwGHGJkmSJGnmmTvqAUiSJEnSCO0GLK2PwzgLWD6gznLgos4PEbEr8DVgcUQcnJk39GscES8H3g88LyIOy8xNQ45RkiRJ0gxhsEaSJEnSbLa5Pg4bCNkCrAMO6lH2SODaWt7tEmAJ8JopBGoWAB8CNgKnAY+LiLbqCazMzJzq4CVJkiSNF4M1kiRJknZ6EXEE8NAeRU+vj8+PiN17lN+XmV/vsX+y9vfnPofd0HX8c4HXAkdl5venMOSPAk+uz388oO5XMvOYKfQpSZIkaUwZrJEkSZI0G5wFPLFP+Qkt+1cDvYI1E8BaYK8eZYuBm4DdImIu8EngHcAJmfmtQQONiGPreD6WmSe31HkU8DvgLuCdg/qUJEmSNN4mRj0ASZIkSdoBNgFkZnRvwOG1/MgeZT8B7mvpbw6wsPbb3G6qdR5CCdIcDyzPzE8DRMTiiJjXq9OIOI6yzs33gHMj4gMRMadRZy7wTcrMntdm5l1DvheSJEmSxowzayRJkiTNBlumud2pwEfq8wXAicDNbDsLZ3Vmro2IKzLzH3B/oOXbwJqIeEVmbq77dwPOB44Ffga8Djin9ntIRBxV+5oAPgccArwjM3+9na9LkiRJ0hgxWCNJkiRpNpgEiIgFjf27dB57lE0A2b0jIvYFllFm3NxbywN4C3AD8KdOVWB+RMwHvtzVxTnAwcApnUBNlcA6ymyewzNzQ0ScBKwH3g/8MiJeDZwOHAV8NDM/M+VXL0mSJGmsRWYOriVJkiRJM1hE/AZ4xnY0XZWZ+3X1cyhwDSVQs4EaBOphAtgVmA88LDPvjog3ApcCZ2Tm6S3jnMjMyca+twCfr31OAGdn5qnb8VokSZIkjSln1kiSJEmaDTp3qT22sf8w4GLK2jI/bJRdBuyzTSeZ1wITEbEPsMeAY96SmXcCRMTRwBeB89oCNbX/ZqAmKAGheyjr5CzPzG8MOK4kSZKkGcZgjSRJkqTZIAAy86ZtdkbcVp+u7lG2sdOuhzOA4wYc880R8Q1K6rJTgI9n5numNNiyts2rgfcBTwdWAScAN0bEk3o0+W9m3tZjvyRJkqQZwGCNJEmSpNmgLegyyETL/s3A2szc4wEHingUcDOwFngpcDxlRswlXXXeBFyZmbc32i4F3gC8Hti3q2gJcEWfcZ4HvHvQi5EkSZI0ngzWSJIkSZo1IuJtjV1PrY8vjIg9GmX70v6daS6wMCL6LQL6sMy8NCJ+kJn3do3hDcCXgEuAt0bEQuBC4FBgMbAR+E+t/tDMvLvP69kP+GdtI0mSJGmGMlgjSZIkaTbozJD5Qkv521v239my/zTKbJaOzwBLgYO69t0C0AjUvJgSpLkeOLGWr42IW4FbgQ8DX61lp7Ucu5f7hqgrSZIkacy0TemXJEmSpJ3JPIDMjO4NOLyWH9ksq9uilv7WUQIrczPzL8B6YBK4kRJkOSQz7+xuEBHHUlKZ/RZY1pgxc3JmLs3M8zPzjml6zZIkSZJmCIM1kiRJkmaDzwJnbG/jiHhvRCypz+cBlwEvAQ5oVN1CCdp8PiIOrfV3j4gLgYuBK4HDMnNNd6PM7JdOTZIkSdJOzjRokiRJknZ6mfmplqLJ+vjwtrYR8QjgbOCEiDgAuIoSpHlJZq6IiD2BRwMbMnOyzqDZAqyMiGXABcB+wOnAmZk52eMwbdZFxFTqTamSJEmSpPFksEaSJEnSbHZjfTyzzpy5q1E+F1hGCYZ8MTPXRcR3gOMz848R8WzgZ7XuN+H+NWqOiYjLgVcBq4AXZeaKIcY1pz4uBe7pU28xcDUwf4i+JUmSJI0ZgzWSJEmSZq3M/GtEnAosB45rqXYv8C3g3Nrm3K6yXwDnAdcB32+0uwBYCXwwM/sFXHrZrT6ubKxts42I2FifLhiyf0mSJEljJEyNLEmSJEnjJSJ2B3bNzNtHPRZJkiRJDz6DNZIkSZIkSZIkSSM0MeoBSJIkSZIkSZIkzWYGayRJkiRJkiRJkkbIYI0kSZIkSZIkSdIIGayRJEmSJEmSJEkaIYM1kiRJkiRJkiRJI2SwRpIkSZIkSZIkaYQM1kiSJEmSJEmSJI2QwRpJkiRJkiRJkqQRMlgjSZIkSZIkSZI0Qv8D/PzjXSvXOhYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "# 0. 准备数据\n",
    "movie_name = ['雷神3：诸神黄昏','正义联盟','东方快车谋杀案','寻梦环游记','全球风暴', '降魔传','追捕','七十七天','密战','狂兽','其它']\n",
    "sales = [73853,57767,22354,15969,14839,8725,8716,8318,7916,6764,52222]\n",
    "x = range(len(movie_name))\n",
    "\n",
    "# 1. 创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 2. 创建图形\n",
    "plt.bar(x, sales, width=0.5, color=['b','r','g','y','c','m','y','k','c','g','b'], label=\"某月电影票房统计\", linestyle='-.')\n",
    "\n",
    "plt.xticks(x, movie_name, fontsize=15)\n",
    "plt.yticks(fontsize=15)\n",
    "plt.xlabel(\"电影名\", fontsize=15)\n",
    "plt.ylabel(\"票房\", fontsize=5)\n",
    "plt.title(\"电影票房统计\", fontsize=15)\n",
    "plt.grid(True, linestyle='-.', alpha=0.7)\n",
    "# plt.legend(fontsize=15)\n",
    "\n",
    "# 3. 图形展示\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
